Melbourne Bicycle Network Routes and Road Safety: Part 1
Authored by: Bree McLennan and Anugra Sara Thomas
Duration: 120 mins
Level: Intermediate Pre-requisite Skills: Python, Data engineering and analysis
Scenario
1. As a cyclist, I want a safe transport journey in the city of Melbourne. Which roads are safest to cycle on?
From a cyclist road users' perspective, I want a safe transport journey in Melbourne. I seek to understand which sections of bicycle road network are the safest and which have the highest occurence of accidents so that I can use this insight to plan the safest possible journey.
2. As a council, we seek to invest in road safety initiatives which reduce the occurrences of accidents resulting in serious injuries of citizens using our road network. Where are accident hotspots for cyclists occurring?
From a leadership & strategic perspective, as a council, we seek to invest in road safety initiatives which can effectively reduce the occurrences of accidents resulting in serious injuries and fatalities of citizens using our road network.
Where are accident hot spots for cyclists (and other road users) occurring?
Are our current approaches to road and bicycle network design working and having the impact we expected?
Objectives for the Exploratory Data Analysis
Using the power of data aggregation, we can combine Melbourne Open datasets such as transport networks and events With open government datasets including traffic accident ‘crash stats’ from Victoria Police and traffic event data from VicRoads and begin to observe, analyze and report on geographical patterns between these datasets.
We can ask questions such as:
Goals for exploratory data analysis:
Strategic benefits for City of Melbourne
This use case and exploratory data analysis project can support the City of Melbourne in the following ways:
Support for the ‘Safety and Well-being’ strategic vision and goals
Influence the creation of a ‘key risk indicator’ to monitor progress on the reduction of the 'Number of transport-related injuries and fatalities’ on Melbourne roads
Support further discussion between City of Melbourne and Victorian Road Safety partner agencies to improve road network design and infrastructure programs
Background on Related Road Safety Initiatives in Victoria
The approach to aggregating key data sources and analysing geographical attributes is currently used by the TAC (Transport Accident Commission) in Victoria when analysing accident hot-spots and reviewing whether the design of the road could be improved to reduce road trauma.
This type of analysis was used by TAC in recent years to assess fatal accident hotspots in Geelong.
The TAC in partnership with the Victorian Road Safety parntering agencies discovered a cluster of fatal accidents occurring over a 5-year period along a specific stretch of road at Thompsons Road, North Geelong.
The analysis informed a strategic decision for road safety partners (Victoria Police, VicRoads, City of Greater Geelong, TAC) to re-design the road to make it safer.
The road re-design has resulted in a substantial reduction in road trauma along Thompsons Road in North Geelong.
A similar analysis technique and approach could be applied to the City of Melbourne road network
REFERENCE:
Exploratory Data Analysis Worflow Steps
Document the data considerations and risk assessments
Prepare the Traffic Accident 'crash-stats' source data (this is handled by a separate python notebook)
Access and read-in the Melbourne Bicycle Network dataset via the SOCRATA API
Explore the Melbourne Bicycle Newtwork dataset as a geoJSON file
Read-in the pre-processed Traffic Accident 'crash-stats' dataset
Explore the Traffic Accident 'crash-stats' dataset
Visualise the geographical features of the Melbourne Bicycle Network overlayed with Traffic Accident 'crash-stats' dataset
Dataset list:
Data Considerations
1. Information Security and Sensitivity
For the purpose of analysis, the analysis datasets contain de-identified data. No personally identifyable names or contact details are used or included.
2. Converting raw traffic accident 'crash-stats' data into useful dataset
After initial observation of the traffic accident data in its raw form, the raw data was prepared and converted into a working ‘.csv’ file and imported into this notebook for further analysis.
The following process was used for converting the raw data into a working dataset:
The accident context domains 'person', 'accident' and 'node' were used to form the foundation of the working dataset
A series of two inner merges were then performed to construct the working dataset
To obtain additional traffic accident descriptive features, five additional data domains were left joined in sequence
Variable naming conventions were applied
Variable features which were created in the working dataset use a three-letter acronym prefix to denote the expected general data type values:
A suffix beginning with an underscore was also used to denote the context data domain origin for each feature. For example "_person" denotes a variable which originated from the accident person domain dataset.
Manual data inspection notes:
After creating the working dataset, data opportunities were discovered to create new variables to assist with the analysis:
3. Data cleaning & pre processing
Excess text whitespace characters were detected in variables 'TIMAccidentTime_accident' and 'CATDCADesc_accident', these were removed.
4. Geographical Location Data
In order to answer queries on geographical locations for accidents, the analysis dataset requires longitude and latitude data in order to instruct geographical mapping tools and visualisations. The longitude and latitude data is captured when accident records are entered into the source system.
5. Additional Data
None identified.
6. Data Integrity Checks and Filtering
Setting Up for Analysis
To begin the analysis we first import the necessary libraries to support our exploratory data analysis using Melbourne Open data.
The following are core packages required for this exercise:
###################################################################
# Libraries used for this use case and exploratory data analysis
###################################################################
import os
import time
import sys
sys.path.insert(1, '../') # so that we can import d2i_tools from the parent folder.
from d2i_tools2 import *
import warnings
warnings.simplefilter("ignore")
from datetime import datetime, date
import numpy as np
import pandas as pd
from sodapy import Socrata
import json
import plotly.express as px
import folium
from folium.plugins import MarkerCluster
import seaborn as sns
import matplotlib.pyplot as plt
To connect to the Melbourne Open Data Portal we must establish a connection using the sodapy library by specifying a domain, being the website domain where the data is hosted, and an application access token which can be requested from the City of Melbourne Open Data portal by registering here
For this exercise we will access the domain without an application token.
########################################################
# Accessing the Melbourne City Bicycle Network Dataset
########################################################
# Hyperlink to the dataset: https://data.melbourne.vic.gov.au/Transport/Bicycle-Network/3bxw-t8fk
dataset_id = '24aw-nd3i' #Melbourne city Bicycle Network dataset
apptoken = os.environ.get("SODAPY_APPTOKEN") # Anonymous app token
domain = "data.melbourne.vic.gov.au"
client = Socrata(domain, apptoken) # Open Dataset connection
WARNING:root:Requests made without an app_token will be subject to strict throttling limits.
Exploring the Melbourne Bicycle Network Dataset
Next, we will look at the Bicycle-Network dataset, to better understand its structure and how we can use it.
Our data requirements from this use case include the following:
For this exercise, we start by examining the Bicycle-Network dataset. Each dataset in the Melbourne Open Data Portal has a unique identifier which can be used to retrieve the dataset using the sodapy library.
The Bicycle-Network dataset unique identifier is '3bxw-t8fk'. We will pass this identifier into the sodapy command below to retrieve this data.
This dataset is placed in a Pandas dataframe and we will inspect the metadata.
metadata_df = getMeta(apptoken)
print('Selected metadata for the dataset of interest')
metadata_df[metadata_df.id.isin([dataset_id])].T
WARNING:root:Requests made without an app_token will be subject to strict throttling limits.
Selected metadata for the dataset of interest
| 70 | |
|---|---|
| name | bicycle routes, including informal, on-road an... |
| id | 24aw-nd3i |
| parent_fxf | [] |
| permalink | https://data.melbourne.vic.gov.au/d/24aw-nd3i |
| description | this dataset represents the bicycle routes wit... |
| data_upd_at | 2021-08-23 16:00:21+00:00 |
| pv_last_wk | 16 |
| pv_last_mth | 72 |
| pv_total | 2973 |
| download_count | 709262 |
| categories | [transportation] |
| domain_category | transport |
| domain_tags | [bicycle, bike, cityreactivation, itshack, mov... |
| Quality_What's-included | NaN |
| Quality_Update-frequency | daily |
| Quality_Reliability-level | useful with caveats |
| How-to-use_Linked-to | NaN |
| Data-management_Source-data-update-frequency | quarterly |
| Quality_Known-Issues | NaN |
| How-to-use_Further-information | NaN |
| Quality_Data-quality-statement | NaN |
Working with the Melbourne Bicycle Network Routes Dataset as a geoJSON file
The code below describes how to access the Bicycle Network dataset as a geoJSON file through the SOCRATA API.
# Dataset Source hyperlink:
# https://data.melbourne.vic.gov.au/Transport/Bicycle-routes-including-informal-on-road-and-off-/24aw-nd3i
from urllib.request import urlopen
import json
geoJSON_Id = '24aw-nd3i' # Bicycle routes, including informal, on-road and off-road routes
#Call the API
GeoJSONURL = 'https://'+domain+'/api/geospatial/'+geoJSON_Id+'?method=export&format=GeoJSON'
with urlopen(GeoJSONURL) as response:
bicyclepath = json.load(response)
#test the response and observe the high level geoJSON file structure
bicyclepath["features"][0]['properties'].keys()
dict_keys(['name', 'direction', 'info', 'status', 'notes', 'type'])
Accessing the first record in the geoJSON file
To observe the type of data and values stored within the geoJSON file we can use the following code to observe the first record.
bicyclepath["features"][0]
{'type': 'Feature',
'properties': {'name': 'On-Road Bike Lane',
'direction': 'Both Directions',
'info': '',
'status': '',
'notes': '',
'type': 'On-Road Bike Lane'},
'geometry': {'type': 'MultiLineString',
'coordinates': [[[144.942712026961, -37.807355344058],
[144.94376814799, -37.807836299504],
[144.944364689431, -37.808090519417],
[144.945020882739, -37.808379661523],
[144.945190396493, -37.808457590162],
[144.945202663012, -37.808461467486],
[144.945215089992, -37.808465006065],
[144.945227665068, -37.808468201176],
[144.945240371312, -37.808471048918],
[144.945253194039, -37.808473546333],
[144.945266118565, -37.80847569046],
[144.94527912907, -37.80847747832],
[144.945292208599, -37.808478906914],
[144.945305343529, -37.808479976003],
[144.945318516854, -37.808480684389],
[144.945324946404, -37.808480908325],
[144.945331363213, -37.808481305062],
[144.945337758174, -37.808481875345],
[144.945344125659, -37.808482617273],
[144.945350458883, -37.808483529825],
[144.945356747627, -37.808484612824],
[144.945362987375, -37.80848586529],
[144.945369169095, -37.808487285262],
[144.945375286025, -37.808488870821],
[144.945381333673, -37.808490620085],
[144.945387300737, -37.808492531056],
[144.945393183836, -37.808494602772],
[144.945398974011, -37.808496830573],
[144.945404666723, -37.808499214378],
[144.945410253012, -37.808501749525],
[144.945415727254, -37.808504434114],
[144.94542108387, -37.808507264444],
[144.945426316124, -37.808510237692],
[144.94543141844, -37.808513350157],
[144.945436384106, -37.808516598117],
[144.945441207544, -37.80851997787],
[144.945445884288, -37.808523486636],
[144.945450407677, -37.808527118889],
[144.945454772134, -37.808530870929],
[144.945458974378, -37.808534738192],
[144.945463008831, -37.808538716977],
[144.945466869943, -37.808542802681],
[144.945470553347, -37.808546988918],
[144.945474056847, -37.808551272949],
[144.945477373806, -37.808555648347],
[144.945480502053, -37.808560111472],
[144.945483436111, -37.808564655017],
[144.945486174946, -37.808569275361],
[144.945489322225, -37.808574895925],
[144.945492708221, -37.808580427833],
[144.945496329702, -37.80858586472],
[144.945500182301, -37.808591200202],
[144.945504262738, -37.808596429717],
[144.94550856445, -37.808601544136],
[144.945513082971, -37.80860654068],
[144.94551781396, -37.808611412063],
[144.945522751915, -37.80861615188],
[144.945527890123, -37.808620756411],
[144.945533223084, -37.80862521925],
[144.94553874411, -37.808629535775],
[144.945544446563, -37.808633699562],
[144.945550326004, -37.808637706929],
[144.946010443358, -37.808967277202],
[144.946382257619, -37.809267051205],
[144.946693230557, -37.809559860456],
[144.946968310182, -37.809853521922],
[144.947378440647, -37.810333952395],
[144.947415901121, -37.810378243851],
[144.947449079855, -37.810422147952],
[144.947743602111, -37.810844071821]]]}}
Observing the geoJSON Full Structure and Properties
By calling the variable 'bicyclepath' we can observe the full structure, properties and values of the geoJSON file.
bicyclepath
# To observe just the geographical longitude and Latitude coordinates we can use:
# bicyclepath['features'][0]['geometry']
{'type': 'FeatureCollection',
'features': [{'type': 'Feature',
'properties': {'name': 'On-Road Bike Lane',
'direction': 'Both Directions',
'info': '',
'status': '',
'notes': '',
'type': 'On-Road Bike Lane'},
'geometry': {'type': 'MultiLineString',
'coordinates': [[[144.942712026961, -37.807355344058],
[144.94376814799, -37.807836299504],
[144.944364689431, -37.808090519417],
[144.945020882739, -37.808379661523],
[144.945190396493, -37.808457590162],
[144.945202663012, -37.808461467486],
[144.945215089992, -37.808465006065],
[144.945227665068, -37.808468201176],
[144.945240371312, -37.808471048918],
[144.945253194039, -37.808473546333],
[144.945266118565, -37.80847569046],
[144.94527912907, -37.80847747832],
[144.945292208599, -37.808478906914],
[144.945305343529, -37.808479976003],
[144.945318516854, -37.808480684389],
[144.945324946404, -37.808480908325],
[144.945331363213, -37.808481305062],
[144.945337758174, -37.808481875345],
[144.945344125659, -37.808482617273],
[144.945350458883, -37.808483529825],
[144.945356747627, -37.808484612824],
[144.945362987375, -37.80848586529],
[144.945369169095, -37.808487285262],
[144.945375286025, -37.808488870821],
[144.945381333673, -37.808490620085],
[144.945387300737, -37.808492531056],
[144.945393183836, -37.808494602772],
[144.945398974011, -37.808496830573],
[144.945404666723, -37.808499214378],
[144.945410253012, -37.808501749525],
[144.945415727254, -37.808504434114],
[144.94542108387, -37.808507264444],
[144.945426316124, -37.808510237692],
[144.94543141844, -37.808513350157],
[144.945436384106, -37.808516598117],
[144.945441207544, -37.80851997787],
[144.945445884288, -37.808523486636],
[144.945450407677, -37.808527118889],
[144.945454772134, -37.808530870929],
[144.945458974378, -37.808534738192],
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[144.945466869943, -37.808542802681],
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[144.945477373806, -37.808555648347],
[144.945480502053, -37.808560111472],
[144.945483436111, -37.808564655017],
[144.945486174946, -37.808569275361],
[144.945489322225, -37.808574895925],
[144.945492708221, -37.808580427833],
[144.945496329702, -37.80858586472],
[144.945500182301, -37.808591200202],
[144.945504262738, -37.808596429717],
[144.94550856445, -37.808601544136],
[144.945513082971, -37.80860654068],
[144.94551781396, -37.808611412063],
[144.945522751915, -37.80861615188],
[144.945527890123, -37.808620756411],
[144.945533223084, -37.80862521925],
[144.94553874411, -37.808629535775],
[144.945544446563, -37.808633699562],
[144.945550326004, -37.808637706929],
[144.946010443358, -37.808967277202],
[144.946382257619, -37.809267051205],
[144.946693230557, -37.809559860456],
[144.946968310182, -37.809853521922],
[144.947378440647, -37.810333952395],
[144.947415901121, -37.810378243851],
[144.947449079855, -37.810422147952],
[144.947743602111, -37.810844071821]]]}},
{'type': 'Feature',
'properties': {'name': 'Off-Road Bike Route',
'direction': 'Both Directions',
'info': '',
'status': '',
'notes': '',
'type': 'Off-Road Bike Route'},
'geometry': {'type': 'MultiLineString',
'coordinates': [[[144.954502798069, -37.783110661276],
[144.954543662877, -37.78308231066],
[144.954574098128, -37.783069990211],
[144.954627572165, -37.783061741251],
[144.954676216795, -37.783060750305],
[144.954718923833, -37.783065163335],
[144.954752223848, -37.783074919199],
[144.954779637999, -37.78308824425],
[144.954808055771, -37.783107093826]]]}},
{'type': 'Feature',
'properties': {'name': 'Off-Road Bike Route',
'direction': 'Both Directions',
'info': '',
'status': '',
'notes': '',
'type': 'Off-Road Bike Route'},
'geometry': {'type': 'MultiLineString',
'coordinates': [[[144.93443056586, -37.816070619003],
[144.933657738095, -37.817916854782]]]}},
{'type': 'Feature',
'properties': {'name': 'Off-Road Bike Route',
'direction': 'Both Directions',
'info': '',
'status': '',
'notes': '',
'type': 'Off-Road Bike Route'},
'geometry': {'type': 'MultiLineString',
'coordinates': [[[144.951780451295, -37.790231531464],
[144.951594183988, -37.790102536172],
[144.951426084087, -37.789997227735],
[144.951219793223, -37.789875553483],
[144.951040034637, -37.789781291987],
[144.950814949454, -37.789666221914],
[144.950606762186, -37.789573715358],
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[144.950382075468, -37.789476531662],
[144.950179743176, -37.789403252842],
[144.949941407549, -37.789324864523],
[144.949731975549, -37.78930034572],
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[144.949310665252, -37.789313478074],
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[144.948896681956, -37.789354722579],
[144.94877757098, -37.789376837511],
[144.948575199288, -37.789416812501],
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[144.948280074624, -37.789491553649],
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[144.947985750249, -37.789598135762],
[144.947886599617, -37.789642537616],
[144.947747956308, -37.789711925742],
[144.947597358764, -37.789794809574],
[144.947477846395, -37.789866804433],
[144.947396379765, -37.789913201962],
[144.947325955088, -37.789945164883],
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[144.947149914745, -37.790011695303],
[144.94706854652, -37.790028841215],
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[144.946953814851, -37.79004653014],
[144.946906185783, -37.790049637987],
[144.946857201324, -37.790050471947],
[144.946800476961, -37.790048920714],
[144.946760145303, -37.790044841771],
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[144.946483289866, -37.790008395164],
[144.946443634224, -37.79000545347],
[144.946407447702, -37.790005384827],
[144.946367745354, -37.790004130197],
[144.946315877816, -37.790006600661],
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[144.946186344515, -37.790020655822],
[144.946035303898, -37.790044535267],
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[144.943942307122, -37.790123306487],
[144.943863191117, -37.790073229293],
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[144.943626628064, -37.789922519059],
[144.943537077254, -37.789876513904],
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[144.943027714873, -37.789717566491],
[144.94373141604, -37.790278310907],
[144.945284083425, -37.791515511389],
[144.945987176837, -37.792075924655],
[144.946797056024, -37.792721439023],
[144.947862462965, -37.79357057161],
[144.948510298846, -37.794087828525],
[144.949024397735, -37.794497258503],
[144.949092109032, -37.794551182663],
[144.95023405441, -37.795459232951],
[144.951270244847, -37.796279625294],
[144.951527043207, -37.796078852167],
[144.951937505292, -37.795761024172],
[144.952312038758, -37.795468766289],
[144.952603686346, -37.795238233309],
[144.952714783878, -37.795165631062],
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Navigating the geoJSON File Structure
When you load a GeoJSON file using the json library, you get a dictionary that contains an entry 'features', which contains the list of features. Each feature in turn consists of a dictionary, which, contains an entry 'geometry'.
The geometry is a dictionary containing the entries 'type' and 'coordinates'.
The GeoJSON file can be traversed or navigated using the following code:
for feature in bicyclepath['features']:
print (feature['geometry']['type'])
print (feature['geometry']['coordinates'])
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[144.982649848688, -37.818766342442], [144.982680519569, -37.818757599318]]]
Visualising the Melbourne Bicycle Network on a Map
To visualise the geoJSON file containing the Melbourne Bicycle Network we can use the 'folium' and 'json' packages and the following code.
#Create the base layer map
m = folium.Map(
location=[-37.81368709240999, 144.95738102347036], #Coordinates are in the Melbourne CBD block
tiles="cartodbpositron",
zoom_start=12,
control_scale=True,
prefer_canvas=True,
width=800,
height=580
)
#Add the geoJSON layer which contains the bicycle path network
folium.GeoJson(GeoJSONURL,
name="geojson",
tooltip=folium.features.GeoJsonTooltip(fields=['name','direction','type','info','status','notes'],
localize=True)).add_to(m)
folium.LayerControl().add_to(m)
#Render the map
m
Exploring the Traffic Accident 'Crash-Stats' Dataset
This section focuses on setting up the Traffic Accident 'Crash-Stats' dataset and preparing it for use in the exploratory data analysis alongside the Melbourne Bicycle Network dataset.
The raw input dataset contains the following structure:
#Read in the dataset
raw_accidents_bicyclists = pd.read_csv('interactive_dependencies/Accidents_Bicyclists_Melbourne_2017to2020.csv', parse_dates=['DATAccidentDate_accident'])
raw_accidents_bicyclists.info() # see summary information of the data
<class 'pandas.core.frame.DataFrame'> RangeIndex: 735 entries, 0 to 734 Data columns (total 34 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 KEYAccidentNumber 735 non-null object 1 DATAccidentDate_accident 735 non-null datetime64[ns] 2 TIMAccidentTime_accident 735 non-null object 3 CATAccidentTypeDesc_accident 735 non-null object 4 CATDayOfWeek_accident 735 non-null object 5 CATDCADesc_accident 735 non-null object 6 CATMelwaysPage_accident 735 non-null object 7 CATMelwaysGridRef_X_accident 735 non-null object 8 CATMelwaysGridRef_Y_accident 735 non-null object 9 CATLightConditionDesc_accident 735 non-null object 10 NUMVehiclesInvolved_accident 735 non-null int64 11 NUMPersonsInvolved_accident 735 non-null int64 12 NUMPersonsInjured_accident 735 non-null int64 13 KEYPersonID_person 735 non-null object 14 CATRoadUserTypeDesc_person 735 non-null object 15 CATTakenHospital_person 735 non-null object 16 CATInjuryLevelDesc_person 735 non-null object 17 CATAgeGroup_person 735 non-null object 18 CATPostcode_person 605 non-null float64 19 CATGender_person 735 non-null object 20 CATLGAName_node 735 non-null object 21 CATDEGUrbanName_node 735 non-null object 22 NUMLatitude_node 735 non-null float64 23 NUMLongitude_node 735 non-null float64 24 CATPostcode_node 735 non-null int64 25 CATSurfaceConditionDesc_surface 735 non-null object 26 CATSubDCACodeDesc_subdca 735 non-null object 27 CATAtmosphericConditionDesc_atmosphere 735 non-null object 28 CATRoadName_acclocation 734 non-null object 29 CATRoadNameInt_acclocation 726 non-null object 30 CATRoadType_acclocation 730 non-null object 31 CATRoadTypeInt_acclocation 715 non-null object 32 CATEventTypeDesc_accevent 735 non-null object 33 CATObjectTypeDesc_accevent 735 non-null object dtypes: datetime64[ns](1), float64(3), int64(4), object(26) memory usage: 195.4+ KB
Setting up the Working Accident 'Crash-Stats' Dataset
The working dataset will have the following structure.
#Create a copy of the raw source dataset
wrk_accident_bicyclists = raw_accidents_bicyclists.copy()
#Create new features from the accident date variable such as a numerical representation of weekday name, week of the year
#day of the year and a separate variable to hold the year of accident.
wrk_accident_bicyclists['NUMDayOfWeek'] = wrk_accident_bicyclists['DATAccidentDate_accident'].dt.strftime('%w')
wrk_accident_bicyclists['NUMWeekOfYear'] = wrk_accident_bicyclists['DATAccidentDate_accident'].dt.strftime('%W')
wrk_accident_bicyclists['NUMDayOfYear'] = wrk_accident_bicyclists['DATAccidentDate_accident'].dt.strftime('%j')
wrk_accident_bicyclists['NUMYearOfAcc'] = wrk_accident_bicyclists['DATAccidentDate_accident'].dt.strftime('%Y')
#Convert the time of accident to a string and clean up excess white space
wrk_accident_bicyclists.TIMAccidentTime_accident = wrk_accident_bicyclists.TIMAccidentTime_accident.astype('string')
wrk_accident_bicyclists.TIMAccidentTime_accident = wrk_accident_bicyclists.TIMAccidentTime_accident.str.rstrip()
#Using the time of accident variable, create new features including accident hour, minute and second
wrk_accident_bicyclists[['hour','minute','second']] = wrk_accident_bicyclists['TIMAccidentTime_accident'].astype(str).str.split(':', expand=True).astype(str)
#Create a new feature to combine the week day name and hour of accident
wrk_accident_bicyclists['CATWeekDayHour'] = wrk_accident_bicyclists[['CATDayOfWeek_accident', 'hour']].agg(' '.join, axis=1)
#Set the time format for the time of accident variable
wrk_accident_bicyclists['TIMAccidentTime_accident'] = pd.to_datetime(wrk_accident_bicyclists['TIMAccidentTime_accident'], format='%H:%M:%S').dt.time
#Clean up the text white space in the DCA description variable
wrk_accident_bicyclists.CATDCADesc_accident = wrk_accident_bicyclists.CATDCADesc_accident.str.rstrip()
#Create and apply a group mapping for the hour of accident
mapping = {'00': 'Early Morning', '01': 'Early Morning', '02': 'Early Morning', '03': 'Early Morning', '04': 'Early Morning', '05': 'Early Morning',
'06': 'Morning', '07': 'Morning', '08': 'Morning', '09': 'Late Morning', '10': 'Late Morning', '11': 'Late Morning',
'12': 'Early Afternoon', '13': 'Early Afternoon', '14':'Early Afternoon', '15': 'Late Afternoon', '16': 'Late Afternoon',
'17': 'Evening', '18': 'Evening', '19': 'Evening', '20': 'Night', '21': 'Night', '22': 'Night', '23': 'Night' }
wrk_accident_bicyclists['hourgroup'] = wrk_accident_bicyclists.hour.map(mapping)
#Create a new feature which concatenates the week day name and accident hour group mapping
wrk_accident_bicyclists['CATWeekDayHourGroup'] = wrk_accident_bicyclists[['CATDayOfWeek_accident', 'hourgroup']].agg(' '.join, axis=1)
#Convert all categorical variables to strings
wrk_accident_bicyclists.CATAccidentTypeDesc_accident = wrk_accident_bicyclists.CATAccidentTypeDesc_accident.astype('string')
wrk_accident_bicyclists['CATDayOfWeek_accident'] = wrk_accident_bicyclists['CATDayOfWeek_accident'].astype('string')
wrk_accident_bicyclists['CATDCADesc_accident'] = wrk_accident_bicyclists['CATDCADesc_accident'].astype('string')
wrk_accident_bicyclists['CATMelwaysPage_accident'] = wrk_accident_bicyclists['CATMelwaysPage_accident'].astype('string')
wrk_accident_bicyclists['CATMelwaysGridRef_X_accident'] = wrk_accident_bicyclists['CATMelwaysGridRef_X_accident'].astype('string')
wrk_accident_bicyclists['CATMelwaysGridRef_Y_accident'] = wrk_accident_bicyclists['CATMelwaysGridRef_Y_accident'].astype('string')
wrk_accident_bicyclists['CATLightConditionDesc_accident'] = wrk_accident_bicyclists['CATLightConditionDesc_accident'].astype('string')
wrk_accident_bicyclists['CATRoadUserTypeDesc_person'] = wrk_accident_bicyclists['CATRoadUserTypeDesc_person'].astype('string')
wrk_accident_bicyclists['CATTakenHospital_person'] = wrk_accident_bicyclists['CATTakenHospital_person'].astype('string')
wrk_accident_bicyclists['CATInjuryLevelDesc_person'] = wrk_accident_bicyclists['CATInjuryLevelDesc_person'].astype('string')
wrk_accident_bicyclists['CATAgeGroup_person'] = wrk_accident_bicyclists['CATAgeGroup_person'].astype('string')
wrk_accident_bicyclists['CATPostcode_person'] = wrk_accident_bicyclists['CATPostcode_person'].astype('string')
wrk_accident_bicyclists['CATGender_person'] = wrk_accident_bicyclists['CATGender_person'].astype('string')
wrk_accident_bicyclists['CATLGAName_node'] = wrk_accident_bicyclists['CATLGAName_node'].astype('string')
wrk_accident_bicyclists['CATDEGUrbanName_node'] = wrk_accident_bicyclists['CATDEGUrbanName_node'].astype('string')
wrk_accident_bicyclists['CATPostcode_node'] = wrk_accident_bicyclists['CATPostcode_node'].astype('string')
wrk_accident_bicyclists['CATSurfaceConditionDesc_surface'] = wrk_accident_bicyclists['CATSurfaceConditionDesc_surface'].astype('string')
wrk_accident_bicyclists['CATSubDCACodeDesc_subdca'] = wrk_accident_bicyclists['CATSubDCACodeDesc_subdca'].astype('string')
wrk_accident_bicyclists['CATAtmosphericConditionDesc_atmosphere'] = wrk_accident_bicyclists['CATAtmosphericConditionDesc_atmosphere'].astype('string')
wrk_accident_bicyclists['CATRoadName_acclocation'] = wrk_accident_bicyclists['CATRoadName_acclocation'].astype('string')
wrk_accident_bicyclists['CATRoadNameInt_acclocation'] = wrk_accident_bicyclists['CATRoadNameInt_acclocation'].astype('string')
wrk_accident_bicyclists['CATRoadType_acclocation'] = wrk_accident_bicyclists['CATRoadType_acclocation'].astype('string')
wrk_accident_bicyclists['CATRoadTypeInt_acclocation'] = wrk_accident_bicyclists['CATRoadTypeInt_acclocation'].astype('string')
wrk_accident_bicyclists['CATEventTypeDesc_accevent'] = wrk_accident_bicyclists['CATEventTypeDesc_accevent'].astype('string')
wrk_accident_bicyclists['CATObjectTypeDesc_accevent'] = wrk_accident_bicyclists['CATObjectTypeDesc_accevent'].astype('string')
#Create a new feature which concatenates the accident road name and type variables
wrk_accident_bicyclists['CATAccidentRoadGroup'] = wrk_accident_bicyclists['CATRoadName_acclocation'].fillna('') + ' ' + wrk_accident_bicyclists['CATRoadType_acclocation'].fillna('')
#Convert all numerical variables to integer, except for longitude and latitude which will remain as a floating point.
wrk_accident_bicyclists['NUMVehiclesInvolved_accident'] = wrk_accident_bicyclists['NUMVehiclesInvolved_accident'].astype(int)
wrk_accident_bicyclists['NUMPersonsInvolved_accident'] = wrk_accident_bicyclists['NUMPersonsInvolved_accident'].astype(int)
wrk_accident_bicyclists['NUMPersonsInjured_accident'] = wrk_accident_bicyclists['NUMPersonsInjured_accident'].astype(int)
wrk_accident_bicyclists['NUMRecordCount'] = 1
#Print the information summary for the working dataset
wrk_accident_bicyclists.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 735 entries, 0 to 734 Data columns (total 46 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 KEYAccidentNumber 735 non-null object 1 DATAccidentDate_accident 735 non-null datetime64[ns] 2 TIMAccidentTime_accident 735 non-null object 3 CATAccidentTypeDesc_accident 735 non-null string 4 CATDayOfWeek_accident 735 non-null string 5 CATDCADesc_accident 735 non-null string 6 CATMelwaysPage_accident 735 non-null string 7 CATMelwaysGridRef_X_accident 735 non-null string 8 CATMelwaysGridRef_Y_accident 735 non-null string 9 CATLightConditionDesc_accident 735 non-null string 10 NUMVehiclesInvolved_accident 735 non-null int32 11 NUMPersonsInvolved_accident 735 non-null int32 12 NUMPersonsInjured_accident 735 non-null int32 13 KEYPersonID_person 735 non-null object 14 CATRoadUserTypeDesc_person 735 non-null string 15 CATTakenHospital_person 735 non-null string 16 CATInjuryLevelDesc_person 735 non-null string 17 CATAgeGroup_person 735 non-null string 18 CATPostcode_person 605 non-null string 19 CATGender_person 735 non-null string 20 CATLGAName_node 735 non-null string 21 CATDEGUrbanName_node 735 non-null string 22 NUMLatitude_node 735 non-null float64 23 NUMLongitude_node 735 non-null float64 24 CATPostcode_node 735 non-null string 25 CATSurfaceConditionDesc_surface 735 non-null string 26 CATSubDCACodeDesc_subdca 735 non-null string 27 CATAtmosphericConditionDesc_atmosphere 735 non-null string 28 CATRoadName_acclocation 734 non-null string 29 CATRoadNameInt_acclocation 726 non-null string 30 CATRoadType_acclocation 730 non-null string 31 CATRoadTypeInt_acclocation 715 non-null string 32 CATEventTypeDesc_accevent 735 non-null string 33 CATObjectTypeDesc_accevent 735 non-null string 34 NUMDayOfWeek 735 non-null object 35 NUMWeekOfYear 735 non-null object 36 NUMDayOfYear 735 non-null object 37 NUMYearOfAcc 735 non-null object 38 hour 735 non-null object 39 minute 735 non-null object 40 second 735 non-null object 41 CATWeekDayHour 735 non-null object 42 hourgroup 735 non-null object 43 CATWeekDayHourGroup 735 non-null object 44 CATAccidentRoadGroup 735 non-null string 45 NUMRecordCount 735 non-null int64 dtypes: datetime64[ns](1), float64(2), int32(3), int64(1), object(13), string(26) memory usage: 255.7+ KB
Inspecting the value sets for each variable in the working dataset
Here we will broadly check the value sets for each variable. The information from this check will inform what types of values to expect for each column and cultivate thinking on what values constitute missing or invalid entries and how to deal with this situation.
# function to describe all columns with helpful summary statistics
def describe_all_columns(x):
print('Column summary:')
#select the summary function based on the input data type
if x.dtypes == 'float64' or x.dtypes == 'int64':
print(x.describe())
else:
#select the summary function based on the input data type
print(x.describe(include=[np.object]))
print(x.unique())
for i in wrk_accident_bicyclists.columns: #for each column in the dataframe
#print out summary statistics results
print('Column %s is of type %s.' % (wrk_accident_bicyclists[i].name, wrk_accident_bicyclists[i].dtypes))
describe_all_columns(wrk_accident_bicyclists[i])
print('\n\n')
Column KEYAccidentNumber is of type object.
Column summary:
count 735
unique 727
top T20200005181
freq 2
Name: KEYAccidentNumber, dtype: object
['T20170000296' 'T20170000434' 'T20170000451' 'T20170000462'
'T20170000509' 'T20170000555' 'T20170000650' 'T20170000671'
'T20170000868' 'T20170000915' 'T20170001086' 'T20170001216'
'T20170001823' 'T20170001890' 'T20170002063' 'T20170002440'
'T20170002465' 'T20170002543' 'T20170002582' 'T20170002620'
'T20170002736' 'T20170002966' 'T20170002967' 'T20170002985'
'T20170002993' 'T20170003127' 'T20170003380' 'T20170003466'
'T20170003707' 'T20170003749' 'T20170003941' 'T20170004170'
'T20170004193' 'T20170004202' 'T20170004294' 'T20170004362'
'T20170004401' 'T20170004493' 'T20170004612' 'T20170004618'
'T20170004657' 'T20170004707' 'T20170004791' 'T20170004796'
'T20170004843' 'T20170004885' 'T20170005051' 'T20170005293'
'T20170005426' 'T20170005598' 'T20170005607' 'T20170005722'
'T20170005866' 'T20170005924' 'T20170006161' 'T20170006334'
'T20170006431' 'T20170006469' 'T20170006579' 'T20170006647'
'T20170006689' 'T20170006713' 'T20170006772' 'T20170006810'
'T20170006868' 'T20170007157' 'T20170007263' 'T20170007446'
'T20170007475' 'T20170007729' 'T20170007730' 'T20170007880'
'T20170007891' 'T20170008200' 'T20170008205' 'T20170008386'
'T20170008847' 'T20170008875' 'T20170008906' 'T20170009129'
'T20170009227' 'T20170009356' 'T20170009357' 'T20170009363'
'T20170009404' 'T20170009416' 'T20170009489' 'T20170009591'
'T20170009632' 'T20170009688' 'T20170009734' 'T20170009861'
'T20170010000' 'T20170010097' 'T20170010098' 'T20170010221'
'T20170010476' 'T20170010498' 'T20170010826' 'T20170011001'
'T20170011181' 'T20170011313' 'T20170011638' 'T20170011658'
'T20170011729' 'T20170011766' 'T20170011784' 'T20170012017'
'T20170012049' 'T20170012113' 'T20170012115' 'T20170012485'
'T20170012523' 'T20170012802' 'T20170012933' 'T20170013066'
'T20170013112' 'T20170013113' 'T20170013281' 'T20170013307'
'T20170013505' 'T20170013529' 'T20170013665' 'T20170013669'
'T20170013917' 'T20170014176' 'T20170014245' 'T20170014329'
'T20170014349' 'T20170014407' 'T20170014463' 'T20170014509'
'T20170014835' 'T20170014976' 'T20170015014' 'T20170015029'
'T20170015151' 'T20170015228' 'T20170015269' 'T20170015366'
'T20170015488' 'T20170015498' 'T20170015536' 'T20170015748'
'T20170015768' 'T20170015889' 'T20170016117' 'T20170016407'
'T20170016629' 'T20170016704' 'T20170016849' 'T20170016885'
'T20170017439' 'T20170017445' 'T20170017536' 'T20170017992'
'T20170018388' 'T20170018426' 'T20170018459' 'T20170018513'
'T20170018633' 'T20170018656' 'T20170018673' 'T20170018877'
'T20170018903' 'T20170019031' 'T20170019095' 'T20170019204'
'T20170019302' 'T20170019307' 'T20170019345' 'T20170019613'
'T20170019727' 'T20170019777' 'T20170019877' 'T20170019900'
'T20170019984' 'T20170020156' 'T20170020240' 'T20170020309'
'T20170020312' 'T20170020733' 'T20170020856' 'T20170020935'
'T20170021076' 'T20170021098' 'T20170021188' 'T20170021285'
'T20170021293' 'T20170021373' 'T20170021385' 'T20170021451'
'T20170021467' 'T20170021491' 'T20170021663' 'T20170021711'
'T20170021903' 'T20170021982' 'T20170022088' 'T20170022151'
'T20170022209' 'T20170022555' 'T20170022576' 'T20170022646'
'T20170022814' 'T20170022870' 'T20170022946' 'T20170023293'
'T20170023330' 'T20170023625' 'T20170023630' 'T20170023753'
'T20170023856' 'T20170023924' 'T20170023936' 'T20170024043'
'T20170024085' 'T20170024106' 'T20170024367' 'T20170024393'
'T20170024663' 'T20180000057' 'T20180000329' 'T20180000483'
'T20180000532' 'T20180000555' 'T20180000656' 'T20180000834'
'T20180000906' 'T20180000952' 'T20180000967' 'T20180001000'
'T20180001037' 'T20180001218' 'T20180001325' 'T20180001348'
'T20180001462' 'T20180001485' 'T20180001579' 'T20180001724'
'T20180001868' 'T20180001888' 'T20180001893' 'T20180002106'
'T20180002180' 'T20180002280' 'T20180002443' 'T20180002760'
'T20180002787' 'T20180002795' 'T20180002808' 'T20180002854'
'T20180002901' 'T20180002972' 'T20180003105' 'T20180003197'
'T20180003297' 'T20180003371' 'T20180003402' 'T20180003591'
'T20180003812' 'T20180003837' 'T20180003916' 'T20180003983'
'T20180004005' 'T20180004038' 'T20180004153' 'T20180004194'
'T20180004284' 'T20180004288' 'T20180004404' 'T20180004482'
'T20180004894' 'T20180004911' 'T20180004987' 'T20180005101'
'T20180005193' 'T20180005203' 'T20180005272' 'T20180005367'
'T20180005405' 'T20180005626' 'T20180005642' 'T20180005686'
'T20180005912' 'T20180005973' 'T20180005998' 'T20180006092'
'T20180006186' 'T20180006538' 'T20180006564' 'T20180006571'
'T20180006572' 'T20180006658' 'T20180006901' 'T20180006965'
'T20180007007' 'T20180007021' 'T20180007029' 'T20180007103'
'T20180007147' 'T20180007184' 'T20180007223' 'T20180007226'
'T20180007236' 'T20180007351' 'T20180007520' 'T20180007625'
'T20180007739' 'T20180007746' 'T20180007828' 'T20180008367'
'T20180008462' 'T20180008511' 'T20180008684' 'T20180008718'
'T20180008860' 'T20180009041' 'T20180009094' 'T20180009317'
'T20180009332' 'T20180009391' 'T20180009584' 'T20180009736'
'T20180009745' 'T20180010068' 'T20180010208' 'T20180010289'
'T20180010481' 'T20180010600' 'T20180010644' 'T20180010747'
'T20180010919' 'T20180011116' 'T20180011415' 'T20180011471'
'T20180011485' 'T20180011711' 'T20180011815' 'T20180012058'
'T20180012068' 'T20180012246' 'T20180012989' 'T20180013175'
'T20180013660' 'T20180013825' 'T20180013828' 'T20180013902'
'T20180013959' 'T20180013960' 'T20180014299' 'T20180014349'
'T20180014351' 'T20180014501' 'T20180014927' 'T20180014978'
'T20180015031' 'T20180015192' 'T20180016063' 'T20180016287'
'T20180016527' 'T20180016576' 'T20180016606' 'T20180017338'
'T20180017518' 'T20180018022' 'T20180018162' 'T20180018181'
'T20180018513' 'T20180018567' 'T20180018661' 'T20180018741'
'T20180018805' 'T20180018849' 'T20180019143' 'T20180019180'
'T20180019191' 'T20180019203' 'T20180019494' 'T20180019514'
'T20180019521' 'T20180019676' 'T20180019727' 'T20180019838'
'T20180019852' 'T20180019996' 'T20180020007' 'T20180020209'
'T20180020217' 'T20180020267' 'T20180020297' 'T20180020324'
'T20180020443' 'T20180020604' 'T20180020758' 'T20180020939'
'T20180020969' 'T20180020984' 'T20180020994' 'T20180021147'
'T20180021375' 'T20180021431' 'T20180021566' 'T20180021757'
'T20180021890' 'T20180021910' 'T20180021945' 'T20180021957'
'T20180021977' 'T20180022251' 'T20180022281' 'T20180022302'
'T20180022339' 'T20180022521' 'T20180022723' 'T20180022762'
'T20180022795' 'T20180022799' 'T20180022934' 'T20180023014'
'T20180023161' 'T20180023208' 'T20180023253' 'T20180023255'
'T20180023267' 'T20180023432' 'T20180023574' 'T20180023625'
'T20180023973' 'T20180024067' 'T20180024300' 'T20180024392'
'T20190000129' 'T20190000432' 'T20190000569' 'T20190000708'
'T20190000951' 'T20190000979' 'T20190001020' 'T20190001057'
'T20190001290' 'T20190001315' 'T20190001525' 'T20190002158'
'T20190002174' 'T20190002280' 'T20190002388' 'T20190002491'
'T20190002518' 'T20190002771' 'T20190002829' 'T20190002942'
'T20190002943' 'T20190003127' 'T20190003131' 'T20190003141'
'T20190003178' 'T20190003383' 'T20190003471' 'T20190003920'
'T20190004139' 'T20190004231' 'T20190004303' 'T20190004401'
'T20190004493' 'T20190004546' 'T20190004648' 'T20190004668'
'T20190004858' 'T20190004967' 'T20190005073' 'T20190005103'
'T20190005166' 'T20190005315' 'T20190005635' 'T20190005648'
'T20190005681' 'T20190005716' 'T20190005752' 'T20190005784'
'T20190005810' 'T20190005866' 'T20190005938' 'T20190006108'
'T20190006144' 'T20190006149' 'T20190006266' 'T20190006273'
'T20190006339' 'T20190006370' 'T20190006442' 'T20190006486'
'T20190006525' 'T20190006554' 'T20190006710' 'T20190006777'
'T20190006838' 'T20190006841' 'T20190006941' 'T20190007207'
'T20190007230' 'T20190007416' 'T20190007423' 'T20190007791'
'T20190008027' 'T20190008148' 'T20190008421' 'T20190008436'
'T20190008755' 'T20190008812' 'T20190008862' 'T20190008868'
'T20190009103' 'T20190009120' 'T20190009285' 'T20190009502'
'T20190009612' 'T20190009742' 'T20190009767' 'T20190009769'
'T20190009883' 'T20190010021' 'T20190010043' 'T20190010355'
'T20190010475' 'T20190010574' 'T20190010925' 'T20190010988'
'T20190011203' 'T20190011302' 'T20190011716' 'T20190011915'
'T20190011968' 'T20190012267' 'T20190012301' 'T20190012308'
'T20190012771' 'T20190012940' 'T20190013214' 'T20190013269'
'T20190013622' 'T20190013645' 'T20190013680' 'T20190014034'
'T20190014066' 'T20190014116' 'T20190014180' 'T20190014200'
'T20190014312' 'T20190014847' 'T20190014882' 'T20190014895'
'T20190014902' 'T20190014948' 'T20190014979' 'T20190015362'
'T20190015387' 'T20190015926' 'T20190015955' 'T20190015993'
'T20190016120' 'T20190016309' 'T20190016502' 'T20190016566'
'T20190016618' 'T20190016827' 'T20190016878' 'T20190017108'
'T20190017228' 'T20190017230' 'T20190017244' 'T20190017386'
'T20190017393' 'T20190017602' 'T20190017794' 'T20190018015'
'T20190018022' 'T20190018060' 'T20190018199' 'T20190018435'
'T20190018799' 'T20190018937' 'T20190019123' 'T20190019176'
'T20190019221' 'T20190019744' 'T20190019805' 'T20190019899'
'T20190020251' 'T20190020258' 'T20190020277' 'T20190020436'
'T20190020437' 'T20190020467' 'T20190020581' 'T20190020609'
'T20190020744' 'T20190021016' 'T20190021054' 'T20190021341'
'T20190021370' 'T20190021549' 'T20190021579' 'T20190021670'
'T20190021918' 'T20190021989' 'T20190022100' 'T20190022130'
'T20190022189' 'T20190022367' 'T20190022453' 'T20190022469'
'T20190022478' 'T20190022571' 'T20190022591' 'T20190022695'
'T20190022870' 'T20190022929' 'T20190023045' 'T20190023080'
'T20190023094' 'T20190023235' 'T20190023278' 'T20190023342'
'T20190023350' 'T20190023447' 'T20190023479' 'T20190023539'
'T20190023749' 'T20190023816' 'T20190023832' 'T20190024128'
'T20190024363' 'T20190024467' 'T20190024500' 'T20190024550'
'T20190024614' 'T20190024769' 'T20190024847' 'T20190024945'
'T20190025090' 'T20190025095' 'T20190025148' 'T20190025476'
'T20190025587' 'T20190025644' 'T20190025679' 'T20190025690'
'T20190025705' 'T20190025750' 'T20190025813' 'T20190026043'
'T20190026364' 'T20190026454' 'T20190026484' 'T20190026485'
'T20200000035' 'T20200000096' 'T20200000491' 'T20200001163'
'T20200001173' 'T20200001409' 'T20200001520' 'T20200001614'
'T20200001727' 'T20200002109' 'T20200002508' 'T20200002601'
'T20200002646' 'T20200002933' 'T20200003107' 'T20200003522'
'T20200003661' 'T20200003783' 'T20200003798' 'T20200003982'
'T20200004401' 'T20200004496' 'T20200004543' 'T20200004597'
'T20200004706' 'T20200004766' 'T20200005025' 'T20200005056'
'T20200005060' 'T20200005169' 'T20200005172' 'T20200005177'
'T20200005181' 'T20200005544' 'T20200006277' 'T20200006312'
'T20200006372' 'T20200006375' 'T20200006547' 'T20200006618'
'T20200006962' 'T20200007114' 'T20200008317' 'T20200008379'
'T20200008496' 'T20200008663' 'T20200008883' 'T20200009003'
'T20200009131' 'T20200009249' 'T20200009270' 'T20200009463'
'T20200009595' 'T20200010324' 'T20200010333' 'T20200010353'
'T20200010530' 'T20200010962' 'T20200011012' 'T20200011184'
'T20200011572' 'T20200012455' 'T20200013205' 'T20200013214'
'T20200013238' 'T20200015128' 'T20200015701' 'T20200015888'
'T20200015983' 'T20200017097' 'T20200019239']
Column DATAccidentDate_accident is of type datetime64[ns].
Column summary:
count 735
unique 535
top 2020-03-03 00:00:00
freq 6
first 2017-01-06 00:00:00
last 2020-11-01 00:00:00
Name: DATAccidentDate_accident, dtype: object
['2017-01-06T00:00:00.000000000' '2017-01-09T00:00:00.000000000'
'2017-01-11T00:00:00.000000000' '2017-01-10T00:00:00.000000000'
'2017-01-12T00:00:00.000000000' '2017-01-15T00:00:00.000000000'
'2017-01-16T00:00:00.000000000' '2017-01-20T00:00:00.000000000'
'2017-01-29T00:00:00.000000000' '2017-01-30T00:00:00.000000000'
'2017-02-02T00:00:00.000000000' '2017-02-07T00:00:00.000000000'
'2017-02-08T00:00:00.000000000' '2017-02-10T00:00:00.000000000'
'2017-02-05T00:00:00.000000000' '2017-02-14T00:00:00.000000000'
'2017-02-13T00:00:00.000000000' '2017-02-16T00:00:00.000000000'
'2017-02-18T00:00:00.000000000' '2017-02-21T00:00:00.000000000'
'2017-02-23T00:00:00.000000000' '2017-02-27T00:00:00.000000000'
'2017-03-01T00:00:00.000000000' '2017-02-22T00:00:00.000000000'
'2017-03-02T00:00:00.000000000' '2017-03-03T00:00:00.000000000'
'2017-03-04T00:00:00.000000000' '2017-03-06T00:00:00.000000000'
'2017-03-07T00:00:00.000000000' '2017-03-08T00:00:00.000000000'
'2017-03-09T00:00:00.000000000' '2017-03-10T00:00:00.000000000'
'2017-03-13T00:00:00.000000000' '2017-03-17T00:00:00.000000000'
'2017-03-20T00:00:00.000000000' '2017-03-21T00:00:00.000000000'
'2017-02-28T00:00:00.000000000' '2017-03-18T00:00:00.000000000'
'2017-03-24T00:00:00.000000000' '2017-03-22T00:00:00.000000000'
'2017-03-28T00:00:00.000000000' '2017-03-31T00:00:00.000000000'
'2017-04-03T00:00:00.000000000' '2017-04-04T00:00:00.000000000'
'2017-04-05T00:00:00.000000000' '2017-04-09T00:00:00.000000000'
'2017-04-10T00:00:00.000000000' '2017-04-12T00:00:00.000000000'
'2017-04-13T00:00:00.000000000' '2017-04-17T00:00:00.000000000'
'2017-04-20T00:00:00.000000000' '2017-04-24T00:00:00.000000000'
'2017-04-27T00:00:00.000000000' '2017-05-04T00:00:00.000000000'
'2017-05-08T00:00:00.000000000' '2017-05-01T00:00:00.000000000'
'2017-05-12T00:00:00.000000000' '2017-05-09T00:00:00.000000000'
'2017-05-13T00:00:00.000000000' '2017-05-10T00:00:00.000000000'
'2017-05-14T00:00:00.000000000' '2017-05-16T00:00:00.000000000'
'2017-05-17T00:00:00.000000000' '2017-04-18T00:00:00.000000000'
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Column TIMAccidentTime_accident is of type object.
Column summary:
count 735
unique 296
top 17:30:00
freq 15
Name: TIMAccidentTime_accident, dtype: object
[datetime.time(8, 10) datetime.time(8, 18) datetime.time(13, 0)
datetime.time(18, 0) datetime.time(8, 48) datetime.time(8, 20)
datetime.time(12, 30) datetime.time(17, 56) datetime.time(13, 40)
datetime.time(8, 15) datetime.time(12, 35) datetime.time(7, 55)
datetime.time(20, 52) datetime.time(7, 25) datetime.time(9, 15)
datetime.time(16, 50) datetime.time(8, 45) datetime.time(16, 17)
datetime.time(6, 45) datetime.time(23, 0) datetime.time(17, 45)
datetime.time(17, 1) datetime.time(16, 30) datetime.time(17, 55)
datetime.time(7, 50) datetime.time(14, 50) datetime.time(11, 50)
datetime.time(9, 13) datetime.time(20, 57) datetime.time(18, 29)
datetime.time(8, 0) datetime.time(7, 45) datetime.time(18, 30)
datetime.time(15, 30) datetime.time(18, 20) datetime.time(13, 30)
datetime.time(8, 7) datetime.time(16, 10) datetime.time(16, 35)
datetime.time(15, 12) datetime.time(9, 30) datetime.time(10, 25)
datetime.time(13, 58) datetime.time(7, 30) datetime.time(22, 30)
datetime.time(8, 38) datetime.time(19, 15) datetime.time(8, 6)
datetime.time(17, 25) datetime.time(19, 17) datetime.time(19, 0)
datetime.time(14, 45) datetime.time(8, 35) datetime.time(17, 50)
datetime.time(17, 48) datetime.time(18, 34) datetime.time(3, 15)
datetime.time(19, 30) datetime.time(16, 15) datetime.time(10, 20)
datetime.time(22, 0) datetime.time(11, 30) datetime.time(14, 15)
datetime.time(18, 15) datetime.time(15, 35) datetime.time(17, 40)
datetime.time(16, 0) datetime.time(14, 30) datetime.time(17, 20)
datetime.time(17, 10) datetime.time(18, 16) datetime.time(12, 0)
datetime.time(18, 55) datetime.time(19, 20) datetime.time(11, 0)
datetime.time(12, 22) datetime.time(10, 39) datetime.time(18, 10)
datetime.time(10, 10) datetime.time(17, 52) datetime.time(17, 30)
datetime.time(9, 7) datetime.time(13, 45) datetime.time(10, 26)
datetime.time(21, 10) datetime.time(10, 47) datetime.time(9, 5)
datetime.time(17, 0) datetime.time(10, 0) datetime.time(0, 45)
datetime.time(8, 50) datetime.time(8, 32) datetime.time(17, 12)
datetime.time(14, 0) datetime.time(8, 30) datetime.time(13, 4)
datetime.time(18, 13) datetime.time(22, 20) datetime.time(8, 40)
datetime.time(18, 25) datetime.time(5, 45) datetime.time(9, 6)
datetime.time(10, 15) datetime.time(11, 20) datetime.time(8, 23)
datetime.time(12, 20) datetime.time(8, 31) datetime.time(18, 18)
datetime.time(20, 30) datetime.time(9, 0) datetime.time(19, 55)
datetime.time(16, 46) datetime.time(13, 5) datetime.time(22, 42)
datetime.time(20, 35) datetime.time(20, 31) datetime.time(16, 45)
datetime.time(7, 15) datetime.time(13, 18) datetime.time(21, 30)
datetime.time(14, 6) datetime.time(17, 19) datetime.time(6, 47)
datetime.time(16, 3) datetime.time(9, 20) datetime.time(17, 29)
datetime.time(18, 40) datetime.time(21, 50) datetime.time(16, 28)
datetime.time(17, 5) datetime.time(17, 59) datetime.time(22, 43)
datetime.time(17, 17) datetime.time(11, 35) datetime.time(10, 50)
datetime.time(2, 20) datetime.time(17, 15) datetime.time(9, 58)
datetime.time(8, 22) datetime.time(15, 15) datetime.time(5, 0)
datetime.time(9, 10) datetime.time(19, 50) datetime.time(5, 55)
datetime.time(17, 36) datetime.time(7, 10) datetime.time(1, 30)
datetime.time(23, 50) datetime.time(10, 55) datetime.time(11, 45)
datetime.time(19, 10) datetime.time(14, 46) datetime.time(7, 0)
datetime.time(15, 45) datetime.time(14, 14) datetime.time(15, 5)
datetime.time(11, 2) datetime.time(8, 36) datetime.time(20, 10)
datetime.time(23, 15) datetime.time(16, 1) datetime.time(23, 45)
datetime.time(18, 35) datetime.time(10, 56) datetime.time(18, 45)
datetime.time(9, 40) datetime.time(16, 26) datetime.time(10, 22)
datetime.time(20, 0) datetime.time(22, 50) datetime.time(10, 40)
datetime.time(8, 54) datetime.time(20, 15) datetime.time(15, 43)
datetime.time(16, 40) datetime.time(16, 36) datetime.time(9, 45)
datetime.time(10, 14) datetime.time(16, 24) datetime.time(1, 59)
datetime.time(13, 16) datetime.time(19, 28) datetime.time(10, 30)
datetime.time(15, 40) datetime.time(23, 7) datetime.time(7, 14)
datetime.time(6, 51) datetime.time(10, 27) datetime.time(20, 20)
datetime.time(17, 37) datetime.time(17, 35) datetime.time(7, 40)
datetime.time(21, 12) datetime.time(21, 0) datetime.time(9, 14)
datetime.time(17, 23) datetime.time(22, 10) datetime.time(17, 24)
datetime.time(14, 53) datetime.time(15, 50) datetime.time(0, 9)
datetime.time(6, 31) datetime.time(9, 37) datetime.time(23, 40)
datetime.time(8, 55) datetime.time(19, 32) datetime.time(14, 20)
datetime.time(9, 55) datetime.time(15, 25) datetime.time(22, 55)
datetime.time(21, 20) datetime.time(20, 26) datetime.time(0, 5)
datetime.time(15, 27) datetime.time(11, 39) datetime.time(6, 15)
datetime.time(8, 28) datetime.time(21, 53) datetime.time(12, 40)
datetime.time(18, 37) datetime.time(17, 28) datetime.time(15, 0)
datetime.time(18, 23) datetime.time(21, 55) datetime.time(15, 33)
datetime.time(11, 25) datetime.time(20, 39) datetime.time(9, 52)
datetime.time(11, 41) datetime.time(6, 10) datetime.time(15, 44)
datetime.time(8, 53) datetime.time(8, 25) datetime.time(5, 50)
datetime.time(6, 50) datetime.time(10, 53) datetime.time(22, 18)
datetime.time(9, 50) datetime.time(15, 47) datetime.time(11, 55)
datetime.time(1, 20) datetime.time(16, 25) datetime.time(4, 29)
datetime.time(12, 15) datetime.time(19, 45) datetime.time(9, 11)
datetime.time(13, 55) datetime.time(14, 58) datetime.time(16, 9)
datetime.time(6, 40) datetime.time(12, 13) datetime.time(8, 58)
datetime.time(7, 53) datetime.time(0, 30) datetime.time(9, 2)
datetime.time(8, 39) datetime.time(14, 40) datetime.time(13, 15)
datetime.time(8, 3) datetime.time(9, 12) datetime.time(21, 15)
datetime.time(10, 58) datetime.time(10, 45) datetime.time(6, 0)
datetime.time(21, 47) datetime.time(12, 45) datetime.time(7, 54)
datetime.time(11, 29) datetime.time(15, 48) datetime.time(10, 35)
datetime.time(8, 17) datetime.time(12, 33) datetime.time(4, 40)
datetime.time(6, 30) datetime.time(9, 3) datetime.time(7, 20)
datetime.time(12, 10) datetime.time(13, 10) datetime.time(11, 47)
datetime.time(16, 55) datetime.time(8, 33) datetime.time(15, 20)
datetime.time(20, 17) datetime.time(8, 29) datetime.time(16, 44)
datetime.time(17, 44) datetime.time(9, 51) datetime.time(22, 22)
datetime.time(8, 24) datetime.time(14, 10) datetime.time(21, 45)
datetime.time(14, 55) datetime.time(19, 19) datetime.time(4, 12)
datetime.time(15, 32) datetime.time(12, 11)]
Column CATAccidentTypeDesc_accident is of type string.
Column summary:
count 735
unique 8
top Collision with vehicle
freq 665
Name: CATAccidentTypeDesc_accident, dtype: object
<StringArray>
['No collision and no object struck', 'Collision with vehicle',
'Struck Pedestrian', 'Vehicle overturned (no collision)',
'Other accident', 'Fall from or in moving vehicle',
'collision with some other object', 'Collision with a fixed object']
Length: 8, dtype: string
Column CATDayOfWeek_accident is of type string.
Column summary:
count 735
unique 7
top Thursday
freq 158
Name: CATDayOfWeek_accident, dtype: object
<StringArray>
['Friday', 'Monday', 'Wednesday', 'Tuesday', 'Thursday', 'Sunday', 'Saturday']
Length: 7, dtype: string
Column CATDCADesc_accident is of type string.
Column summary:
count 735
unique 51
top VEHICLE STRIKES DOOR OF PARKED/STATIONARY VEHICLE
freq 155
Name: CATDCADesc_accident, dtype: object
<StringArray>
[ 'OTHER ACCIDENTS-OFF STRAIGHT NOT INCLUDED IN DCAs 170-175',
'VEHICLE STRIKES DOOR OF PARKED/STATIONARY VEHICLE',
'RIGHT TURN SIDESWIPE',
'RIGHT THROUGH',
'OTHER SAME DIRECTION-MANOUEVRES NOT INCLUDED IN DCAs 130-137',
'VEHICLE STRIKES ANOTHER VEH WHILE EMERGING FROM DRIVEWAY',
'LEFT TURN SIDESWIPE',
'CROSS TRAFFIC(INTERSECTIONS ONLY)',
'OUT OF CONTROL ON CARRIAGEWAY (ON STRAIGHT)',
'LEAVING PARKING',
'RIGHT NEAR (INTERSECTIONS ONLY)',
'VEHICLE OFF FOOTPATH STRIKES VEH ON CARRIAGEWAY',
'PED NEAR SIDE. PED HIT BY VEHICLE FROM THE RIGHT.',
'LANE SIDE SWIPE (VEHICLES IN PARALLEL LANES)',
'LEFT NEAR (INTERSECTIONS ONLY)',
'HEAD ON (NOT OVERTAKING)',
'PED EMERGES FROM IN FRONT OF PARKED OR STATIONARY VEHICLE',
'REAR END(VEHICLES IN SAME LANE)',
'ENTERING PARKING',
'LANE CHANGE LEFT (NOT OVERTAKING)',
'LEFT REAR',
'OTHER OPPOSING MANOEUVRES NOT INCLUDED IN DCAs 120-125.',
'OFF CARRIAGEWAY TO LEFT',
'OTHER ADJACENT (INTERSECTIONS ONLY)',
'OTHER MANOEUVRING NOT INCLUDED IN DCAs 140-148',
'OUT OF CONTROL (OVERTAKING)',
'FAR SIDE. PED HIT BY VEHICLE FROM THE LEFT',
'VEHICLE COLLIDES WITH VEHICLE PARKED ON LEFT OF ROAD',
'LANE CHANGE RIGHT (NOT OVERTAKING)',
'U TURN',
'RIGHT/RIGHT BOTH VEHs FROM OPPOSITE DIRECTIONS TURNING RIGHT',
'ANY MANOEUVRE INVOLVING PED NOT INCLUDED IN DCAs 100-108.',
'TWO LEFT TURNING (INTERSECTIONS ONLY)',
'RIGHT FAR (INTERSECTIONS ONLY)',
'PED STRUCK WALKING TO/FROM OR BOARDING/ALIGHTING VEHICLE.',
'PULLING OUT (OVERTAKING)',
'RIGHT/LEFT FAR (INTERSECTIONS ONLY)',
'PULLING OUT -REAR END',
'PED PLAYING/LYING/WORKING/STANDING ON CARRIAGEWAY.',
'LEFT FAR (INTERSECTIONS ONLY)',
'CUTTING IN (OVERTAKING)',
'OTHER ACCIDENTS NOT CLASSIFIABLE ELSEWHERE',
'OTHER OVERTAKING MANOEUVRES NOT INCLUDED IN DCAs 150-154',
'LEFT THROUGH',
'OTHER ACCIDENTS ON CURVE NOT INCLUDED IN DCAs 180-184',
'TWO RIGHT TURNING (INTERSECTIONS ONLY)',
'REVERSING IN STREAM OF TRAFFIC',
'FELL IN/FROM VEHICLE',
'STRUCK OBJECT ON CARRIAGEWAY',
'LEFT OFF CARRIAGEWAY INTO OBJECT/PARKED VEHICLE',
'HEAD ON(OVERTAKING)']
Length: 51, dtype: string
Column CATMelwaysPage_accident is of type string.
Column summary:
count 735
unique 20
top 2B
freq 133
Name: CATMelwaysPage_accident, dtype: object
<StringArray>
['2L', '2F', '29', '2B', ' ', '2E', '2K', '1B', '42', '2T', '1A', '2A', '43',
'1D', '1C', '2G', '58', '44', '56', '28']
Length: 20, dtype: string
Column CATMelwaysGridRef_X_accident is of type string.
Column summary:
count 735
unique 20
top H
freq 88
Name: CATMelwaysGridRef_X_accident, dtype: object
<StringArray>
['B', 'K', 'G', 'H', ' ', 'T', 'Q', 'J', 'D', 'A', 'F', 'N', 'L', 'C', 'E',
'V', 'S', 'P', 'M', 'R']
Length: 20, dtype: string
Column CATMelwaysGridRef_Y_accident is of type string.
Column summary:
count 735
unique 13
top 1
freq 84
Name: CATMelwaysGridRef_Y_accident, dtype: object
<StringArray>
['8', '3', '10', '5', ' ', '12', '2', '7', '1', '9', '6', '11', '4']
Length: 13, dtype: string
Column CATLightConditionDesc_accident is of type string.
Column summary:
count 735
unique 6
top Day
freq 542
Name: CATLightConditionDesc_accident, dtype: object
<StringArray>
[ 'Day', 'Dusk/Dawn',
'Dark Street lights on', 'Unknown',
'Dark Street lights unknown', 'Dark No street lights']
Length: 6, dtype: string
Column NUMVehiclesInvolved_accident is of type int32.
Column summary:
count 735.000000
mean 2.006803
std 0.336203
min 1.000000
25% 2.000000
50% 2.000000
75% 2.000000
max 4.000000
Name: NUMVehiclesInvolved_accident, dtype: float64
[2 3 1 4]
Column NUMPersonsInvolved_accident is of type int32.
Column summary:
count 735.000000
mean 2.193197
std 0.627010
min 1.000000
25% 2.000000
50% 2.000000
75% 2.000000
max 7.000000
Name: NUMPersonsInvolved_accident, dtype: float64
[2 3 1 4 5 6 7]
Column NUMPersonsInjured_accident is of type int32.
Column summary:
count 735.000000
mean 0.182313
std 0.396803
min 0.000000
25% 0.000000
50% 0.000000
75% 0.000000
max 2.000000
Name: NUMPersonsInjured_accident, dtype: float64
[0 1 2]
Column KEYPersonID_person is of type object.
Column summary:
count 735
unique 5
top B
freq 510
Name: KEYPersonID_person, dtype: object
['A ' 'B ' 'C ' 'D ' '03']
Column CATRoadUserTypeDesc_person is of type string.
Column summary:
count 735
unique 1
top Bicyclists
freq 735
Name: CATRoadUserTypeDesc_person, dtype: object
<StringArray>
['Bicyclists']
Length: 1, dtype: string
Column CATTakenHospital_person is of type string.
Column summary:
count 735
unique 3
top
freq 304
Name: CATTakenHospital_person, dtype: object
<StringArray>
['N', 'Y', ' ']
Length: 3, dtype: string
Column CATInjuryLevelDesc_person is of type string.
Column summary:
count 735
unique 4
top Other injury
freq 590
Name: CATInjuryLevelDesc_person, dtype: object
<StringArray>
['Other injury', 'Serious injury', 'Not injured', 'Fatality']
Length: 4, dtype: string
Column CATAgeGroup_person is of type string.
Column summary:
count 735
unique 13
top 30-39
freq 217
Name: CATAgeGroup_person, dtype: object
<StringArray>
[ '50-59', '40-49', '17-21', '26-29', '30-39', '60-64', '64-69',
'unknown', '22-25', '16-17', '70+', '13-15', '5-12']
Length: 13, dtype: string
Column CATPostcode_person is of type string.
Column summary:
count 605
unique 128
top 3056.0
freq 44
Name: CATPostcode_person, dtype: object
<StringArray>
['3204.0', '3068.0', '3055.0', '3054.0', '3163.0', '3187.0', '3015.0',
'3070.0', '3057.0', '3006.0',
...
'3041.0', '3212.0', '3016.0', '3630.0', '3555.0', '3082.0', '3194.0',
'3113.0', '3089.0', '3147.0']
Length: 129, dtype: string
Column CATGender_person is of type string.
Column summary:
count 735
unique 3
top M
freq 484
Name: CATGender_person, dtype: object
<StringArray>
['M', 'F', 'U']
Length: 3, dtype: string
Column CATLGAName_node is of type string.
Column summary:
count 735
unique 1
top MELBOURNE
freq 735
Name: CATLGAName_node, dtype: object
<StringArray>
['MELBOURNE']
Length: 1, dtype: string
Column CATDEGUrbanName_node is of type string.
Column summary:
count 735
unique 2
top MELB_URBAN
freq 573
Name: CATDEGUrbanName_node, dtype: object
<StringArray>
['MELB_URBAN', 'MELBOURNE_CBD']
Length: 2, dtype: string
Column NUMLatitude_node is of type float64.
Column summary:
count 735.000000
mean -37.809117
std 0.013440
min -37.850219
25% -37.816397
50% -37.810357
75% -37.800148
max -37.775968
Name: NUMLatitude_node, dtype: float64
Column NUMLongitude_node is of type float64.
Column summary:
count 735.000000
mean 144.960465
std 0.014090
min 144.912789
25% 144.954946
50% 144.961692
75% 144.969411
max 144.990095
Name: NUMLongitude_node, dtype: float64
Column CATPostcode_node is of type string.
Column summary:
count 735
unique 14
top 3000
freq 282
Name: CATPostcode_node, dtype: object
<StringArray>
['3004', '3002', '3056', '3053', '3000', '3008', '3006', '3003', '3031',
'3051', '3054', '3052', '3141', '3207']
Length: 14, dtype: string
Column CATSurfaceConditionDesc_surface is of type string.
Column summary:
count 735
unique 4
top Dry
freq 589
Name: CATSurfaceConditionDesc_surface, dtype: object
<StringArray>
['Dry', 'Wet', 'Icy', 'Unknown']
Length: 4, dtype: string
Column CATSubDCACodeDesc_subdca is of type string.
Column summary:
count 735
unique 38
top Not Required
freq 499
Name: CATSubDCACodeDesc_subdca, dtype: object
<StringArray>
[ 'Not Required',
'Intersection',
'Commercial(includes shops/school/station) driveway',
'Vehicle foward departing',
'Mid-block',
'Kerb parking - parallel',
'Vehicle going straight through',
'Road straight at mid-block',
'Vehicle within intersection',
'No vehicle mounted/struck',
'At local rd I/S or M/B with RRP/RS spanning part of freeway',
'Kerb(roadside) mounted/struck',
'Vehicle entering intersection',
'Hit by veh from same dir as initial dir of U-turning veh',
'Private driveway/laneway',
'Laneway',
'Kerb parking - angle',
'Hit by veh fr dir opposite to initial dir of U-turning veh',
'Median',
'Vehicle turning through medianopening',
'Parked vehicle causes vehicle to change lanes',
'Vehicle in left turn slip lane',
'Pedestrian stepped off median strip',
'Pedestrian emerged from behind car etc',
'Centre of road parking - angle',
'Pedestrian standing',
'Vehicle leaving intersection',
'Parking offroad/footpath',
'Tree (shrub/scrub)',
'At exit ramp/local road intersection',
'At entrance ramp/local road intersection',
'Fell from vehicle',
'Centre of road parking - parallel',
'Pedestrian stepped off safety zone/tram shelter',
'Road curved at intersection',
'Vehicle foward entering',
'Other objects (Telephone/Culvert/RX) Fixed/Not Fixed',
'Poles (telephone/electricity)']
Length: 38, dtype: string
Column CATAtmosphericConditionDesc_atmosphere is of type string.
Column summary:
count 735
unique 6
top Clear
freq 582
Name: CATAtmosphericConditionDesc_atmosphere, dtype: object
<StringArray>
['Clear', 'Raining', 'Not known', 'Fog', 'Dust', 'Smoke']
Length: 6, dtype: string
Column CATRoadName_acclocation is of type string.
Column summary:
count 734
unique 157
top ELIZABETH
freq 48
Name: CATRoadName_acclocation, dtype: object
<StringArray>
[ 'ST KILDA', 'MACARTHUR', 'ROYAL PARADE -SYDNEY',
'RATHDOWNE', 'LA TROBE', 'THERRY',
'MONTAGUE-WEST GATE OUT', 'COVENTRY', 'EXHIBITION',
'COLLINS',
...
'ABECKETT', 'UNNAMED', 'KAVANAGH',
'MCVEAN', <NA>, 'BAYLES',
'HIGH', 'CATHEDRAL', '5103F 2080B',
'PRINCES PARK']
Length: 158, dtype: string
Column CATRoadNameInt_acclocation is of type string.
Column summary:
count 726
unique 255
top SWANSTON
freq 25
Name: CATRoadNameInt_acclocation, dtype: object
<StringArray>
[ 'HANNA', 'ST ANDREWS', 'THE AVENUE', 'COLGAN',
'SLATER', 'SPENCER', 'THERRY ALT', 'WEST GATE',
'WELLS', 'BOWEN',
...
'GREY', 'GALLAGHERS', 'MALTHOUSE', 'FOXTON',
'OAK', 'BELL', 'JEFFCOTT', 'COLLEGE ALT',
'GOUGH', 'ST KILDA ALT']
Length: 256, dtype: string
Column CATRoadType_acclocation is of type string.
Column summary:
count 730
unique 18
top STREET
freq 509
Name: CATRoadType_acclocation, dtype: object
<StringArray>
[ 'ROAD', 'STREET', 'RAMP', 'HIGHWAY', 'ESPLANADE', 'PARADE',
'AVENUE', 'DRIVE', 'LANE', 'ALLEY', 'CRESCENT', 'PATH',
'WAY', 'WEST', <NA>, 'SQUARE', 'BOULEVARD', 'TERRACE',
'PLACE']
Length: 19, dtype: string
Column CATRoadTypeInt_acclocation is of type string.
Column summary:
count 715
unique 21
top STREET
freq 504
Name: CATRoadTypeInt_acclocation, dtype: object
<StringArray>
[ 'STREET', 'PLACE', <NA>,
'FREEWAY', 'CRESCENT', 'ROAD',
'DRIVE', 'ALLEY', 'AVENUE',
'ROAD SERVICE ROAD', 'PARADE SERVICE ROAD', 'COURT',
'PARADE', 'LANE', 'BOULEVARD',
'RAMP', 'TUNNEL', 'ESPLANADE',
'CLOSE', 'STREET SERVICE ROAD', 'WAY',
'TERRACE']
Length: 22, dtype: string
Column CATEventTypeDesc_accevent is of type string.
Column summary:
count 735
unique 5
top Collision
freq 688
Name: CATEventTypeDesc_accevent, dtype: object
<StringArray>
['Rollover on/off carriageway', 'Collision',
'Ran off carriageway', 'Fell from vehicle',
'Other']
Length: 5, dtype: string
Column CATObjectTypeDesc_accevent is of type string.
Column summary:
count 735
unique 2
top Not Applicable
freq 734
Name: CATObjectTypeDesc_accevent, dtype: object
<StringArray>
['Not Applicable', 'Other Fixed (railway furniture/culvert/telephone box etc)']
Length: 2, dtype: string
Column NUMDayOfWeek is of type object.
Column summary:
count 735
unique 7
top 4
freq 158
Name: NUMDayOfWeek, dtype: object
['5' '1' '3' '2' '4' '0' '6']
Column NUMWeekOfYear is of type object.
Column summary:
count 735
unique 53
top 09
freq 30
Name: NUMWeekOfYear, dtype: object
['01' '02' '03' '04' '05' '06' '07' '08' '09' '10' '11' '12' '13' '14'
'15' '16' '17' '18' '19' '20' '21' '22' '23' '24' '25' '26' '27' '28'
'29' '30' '31' '32' '33' '34' '35' '36' '37' '38' '39' '40' '41' '42'
'43' '44' '45' '46' '47' '48' '49' '50' '51' '52' '00']
Column NUMDayOfYear is of type object.
Column summary:
count 735
unique 312
top 063
freq 8
Name: NUMDayOfYear, dtype: object
['006' '009' '011' '010' '012' '015' '016' '020' '029' '030' '033' '038'
'039' '041' '036' '045' '044' '047' '049' '052' '054' '058' '060' '053'
'061' '062' '063' '065' '066' '067' '068' '069' '072' '076' '079' '080'
'059' '077' '083' '081' '087' '090' '093' '094' '095' '099' '100' '102'
'103' '107' '110' '114' '117' '124' '128' '121' '132' '129' '133' '130'
'134' '136' '137' '108' '140' '105' '143' '145' '138' '149' '152' '156'
'158' '153' '165' '159' '166' '167' '170' '171' '109' '174' '182' '184'
'186' '187' '189' '192' '178' '194' '199' '202' '203' '205' '206' '207'
'208' '215' '214' '217' '219' '220' '222' '221' '212' '226' '228' '232'
'236' '240' '234' '243' '242' '246' '253' '255' '262' '256' '269' '266'
'270' '271' '273' '276' '277' '279' '282' '267' '283' '284' '288' '289'
'268' '287' '291' '293' '296' '297' '303' '299' '306' '290' '249' '305'
'312' '313' '314' '315' '318' '321' '319' '265' '324' '322' '326' '329'
'331' '333' '325' '335' '340' '345' '346' '347' '348' '350' '351' '354'
'355' '364' '365' '363' '014' '017' '018' '019' '022' '023' '026' '028'
'031' '035' '037' '043' '046' '050' '051' '055' '057' '064' '073' '074'
'075' '078' '084' '082' '088' '089' '091' '096' '097' '101' '104' '106'
'116' '123' '122' '120' '141' '142' '150' '151' '157' '160' '164' '169'
'172' '173' '190' '193' '201' '204' '223' '237' '241' '244' '259' '275'
'254' '280' '285' '295' '298' '252' '301' '302' '304' '307' '127' '320'
'247' '292' '332' '338' '339' '341' '344' '356' '360' '361' '008' '013'
'025' '286' '070' '085' '086' '098' '115' '119' '131' '135' '126' '146'
'155' '163' '175' '168' '183' '180' '197' '198' '209' '210' '211' '227'
'213' '235' '239' '245' '248' '250' '257' '260' '261' '272' '309' '311'
'281' '310' '317' '323' '327' '328' '294' '330' '336' '342' '352' '353'
'002' '021' '024' '034' '048' '056' '112' '125' '162' '179' '188' '191']
Column NUMYearOfAcc is of type object.
Column summary:
count 735
unique 4
top 2017
freq 229
Name: NUMYearOfAcc, dtype: object
['2017' '2018' '2019' '2020']
Column hour is of type object.
Column summary:
count 735
unique 24
top 08
freq 97
Name: hour, dtype: object
['08' '13' '18' '12' '17' '07' '20' '09' '16' '06' '23' '14' '11' '15'
'10' '22' '19' '03' '21' '00' '05' '02' '01' '04']
Column minute is of type object.
Column summary:
count 735
unique 57
top 30
freq 119
Name: minute, dtype: object
['10' '18' '00' '48' '20' '30' '56' '40' '15' '35' '55' '52' '25' '50'
'45' '17' '01' '13' '57' '29' '07' '12' '58' '38' '06' '34' '16' '22'
'39' '26' '47' '05' '32' '04' '23' '31' '46' '42' '19' '03' '28' '59'
'43' '36' '14' '02' '54' '24' '51' '27' '37' '53' '09' '33' '41' '44'
'11']
Column second is of type object.
Column summary:
count 735
unique 1
top 00
freq 735
Name: second, dtype: object
['00']
Column CATWeekDayHour is of type object.
Column summary:
count 735
unique 133
top Tuesday 17
freq 23
Name: CATWeekDayHour, dtype: object
['Friday 08' 'Monday 08' 'Monday 13' 'Monday 18' 'Wednesday 08'
'Tuesday 12' 'Thursday 17' 'Sunday 13' 'Sunday 12' 'Friday 07'
'Sunday 20' 'Monday 07' 'Thursday 09' 'Tuesday 16' 'Wednesday 16'
'Tuesday 06' 'Wednesday 23' 'Friday 17' 'Sunday 17' 'Tuesday 17'
'Thursday 14' 'Saturday 11' 'Tuesday 09' 'Thursday 20' 'Thursday 18'
'Wednesday 07' 'Wednesday 18' 'Wednesday 15' 'Friday 13' 'Saturday 08'
'Thursday 16' 'Monday 16' 'Tuesday 08' 'Tuesday 15' 'Wednesday 10'
'Thursday 13' 'Monday 22' 'Thursday 22' 'Friday 19' 'Tuesday 19'
'Saturday 19' 'Friday 09' 'Wednesday 14' 'Friday 22' 'Monday 12'
'Monday 17' 'Sunday 03' 'Monday 19' 'Wednesday 13' 'Friday 10'
'Thursday 11' 'Thursday 15' 'Thursday 08' 'Friday 14' 'Saturday 07'
'Wednesday 17' 'Sunday 18' 'Saturday 12' 'Tuesday 18' 'Wednesday 19'
'Tuesday 11' 'Tuesday 10' 'Monday 10' 'Wednesday 09' 'Monday 21'
'Saturday 00' 'Saturday 13' 'Friday 18' 'Saturday 05' 'Monday 09'
'Wednesday 11' 'Friday 12' 'Monday 15' 'Wednesday 20' 'Sunday 22'
'Tuesday 07' 'Thursday 07' 'Tuesday 21' 'Friday 15' 'Sunday 15'
'Wednesday 06' 'Sunday 08' 'Saturday 18' 'Friday 16' 'Wednesday 21'
'Wednesday 22' 'Saturday 02' 'Saturday 09' 'Friday 05' 'Monday 05'
'Sunday 07' 'Sunday 01' 'Thursday 12' 'Saturday 23' 'Friday 11'
'Sunday 19' 'Saturday 21' 'Sunday 14' 'Friday 20' 'Tuesday 23'
'Thursday 23' 'Saturday 14' 'Friday 21' 'Sunday 10' 'Sunday 09'
'Thursday 19' 'Saturday 22' 'Saturday 20' 'Monday 11' 'Friday 01'
'Tuesday 13' 'Wednesday 05' 'Saturday 16' 'Monday 14' 'Thursday 06'
'Saturday 10' 'Sunday 21' 'Sunday 23' 'Sunday 11' 'Tuesday 14'
'Thursday 10' 'Sunday 00' 'Saturday 15' 'Sunday 06' 'Wednesday 12'
'Monday 20' 'Thursday 05' 'Wednesday 04' 'Thursday 21' 'Tuesday 20'
'Saturday 17' 'Thursday 04' 'Friday 06']
Column hourgroup is of type object.
Column summary:
count 735
unique 7
top Evening
freq 186
Name: hourgroup, dtype: object
['Morning' 'Early Afternoon' 'Evening' 'Night' 'Late Morning'
'Late Afternoon' 'Early Morning']
Column CATWeekDayHourGroup is of type object.
Column summary:
count 735
unique 48
top Thursday Evening
freq 43
Name: CATWeekDayHourGroup, dtype: object
['Friday Morning' 'Monday Morning' 'Monday Early Afternoon'
'Monday Evening' 'Wednesday Morning' 'Tuesday Early Afternoon'
'Thursday Evening' 'Sunday Early Afternoon' 'Sunday Night'
'Thursday Late Morning' 'Tuesday Late Afternoon'
'Wednesday Late Afternoon' 'Tuesday Morning' 'Wednesday Night'
'Friday Evening' 'Sunday Evening' 'Tuesday Evening'
'Thursday Early Afternoon' 'Saturday Late Morning' 'Tuesday Late Morning'
'Thursday Night' 'Wednesday Evening' 'Friday Early Afternoon'
'Saturday Morning' 'Thursday Late Afternoon' 'Monday Late Afternoon'
'Wednesday Late Morning' 'Monday Night' 'Saturday Evening'
'Friday Late Morning' 'Wednesday Early Afternoon' 'Friday Night'
'Sunday Early Morning' 'Thursday Morning' 'Saturday Early Afternoon'
'Monday Late Morning' 'Saturday Early Morning' 'Tuesday Night'
'Friday Late Afternoon' 'Sunday Late Afternoon' 'Sunday Morning'
'Friday Early Morning' 'Monday Early Morning' 'Saturday Night'
'Sunday Late Morning' 'Wednesday Early Morning' 'Saturday Late Afternoon'
'Thursday Early Morning']
Column CATAccidentRoadGroup is of type string.
Column summary:
count 735
unique 163
top ELIZABETH STREET
freq 48
Name: CATAccidentRoadGroup, dtype: object
<StringArray>
[ 'ST KILDA ROAD', 'MACARTHUR STREET',
'ROYAL PARADE -SYDNEY ROAD', 'RATHDOWNE STREET',
'LA TROBE STREET', 'THERRY STREET',
'MONTAGUE-WEST GATE OUT RAMP', 'COVENTRY STREET',
'EXHIBITION STREET', 'COLLINS STREET',
...
'UNNAMED ', 'KAVANAGH STREET',
'MCVEAN STREET', ' ',
'BAYLES STREET', 'WELLINGTON STREET',
'HIGH STREET', 'CATHEDRAL PLACE',
'5103F 2080B ', 'PRINCES PARK DRIVE']
Length: 163, dtype: string
Column NUMRecordCount is of type int64.
Column summary:
count 735.0
mean 1.0
std 0.0
min 1.0
25% 1.0
50% 1.0
75% 1.0
max 1.0
Name: NUMRecordCount, dtype: float64
Inspecting 'Accidents Per Year (All-Time)'
In this section we will explore and observe how many bicycle accidents have occurred each year.
Important Note: The year 2020 is under-developed as an accident year as the last record date in the dataset is March 2020.
We will use 'seaborn' and 'matplotlib' libraries for visualisations.
# Time series plots
# Accidents per hour (all time)
#Create a summary dataset to display results
wrk_accident_bicyclists_yeargrp = wrk_accident_bicyclists.groupby('NUMYearOfAcc').agg(NUMAccidentsPerYear=('NUMYearOfAcc', 'count'))
wrk_accident_bicyclists_yeargrp.reset_index(drop=False, inplace=True)
print(wrk_accident_bicyclists_yeargrp)
#Plot the summarised data
sns.set(font_scale=1.5)
sns.set_style("whitegrid")
g = sns.catplot(y="NUMYearOfAcc", hue="CATInjuryLevelDesc_person",
kind="count",
palette="dark",
alpha=.6,
height=8,
aspect=1,
data=wrk_accident_bicyclists.sort_values(by='NUMYearOfAcc'))
g.despine(left=True)
g.set_axis_labels("Count of Accidents", "Year of Accident")
g.legend.set_title("Injury Level")
ax = plt.gca()
ax.set_title("Bicycle Accidents Per Year (all time)")
NUMYearOfAcc NUMAccidentsPerYear 0 2017 229 1 2018 209 2 2019 226 3 2020 71
Text(0.5, 1.0, 'Bicycle Accidents Per Year (all time)')
Inspecting 'Accidents Per Hour (All-Time)'
In this section we will explore and observe how many bicycle accidents have occurred by accident hour.
We will use 'seaborn' and 'matplotlib' libraries for visualisations.
# Time series plots
# Accidents per hour (all time)
#Create a summary dataset to display results
wrk_accident_bicyclists_timegrp = wrk_accident_bicyclists.groupby('hour').agg(NUMAccidentsPerHour=('hour', 'count'))
wrk_accident_bicyclists_timegrp.reset_index(drop=False, inplace=True)
print(wrk_accident_bicyclists_timegrp)
#Plot the summarised data
sns.set(font_scale=1.5)
sns.set_style("whitegrid")
g = sns.catplot(y="hour", hue="CATInjuryLevelDesc_person",
kind="count",
palette="dark",
alpha=.6,
height=8,
aspect=1,
data=wrk_accident_bicyclists.sort_values(by='hour'))
g.despine(left=True)
g.set_axis_labels("Count of Accidents", "Hour of Accident")
g.legend.set_title("Injury Level")
ax = plt.gca()
ax.set_title("Bicycle Accidents Per Hour (all time)")
hour NUMAccidentsPerHour 0 00 4 1 01 3 2 02 1 3 03 1 4 04 3 5 05 5 6 06 18 7 07 37 8 08 97 9 09 60 10 10 40 11 11 26 12 12 26 13 13 26 14 14 28 15 15 48 16 16 57 17 17 93 18 18 59 19 19 34 20 20 26 21 21 16 22 22 16 23 23 11
Text(0.5, 1.0, 'Bicycle Accidents Per Hour (all time)')
Inspecting 'Accidents per Weekday (All-Time)'
In this section we will explore and observe how many bicycle accidents have occurred by weekday.
We will use 'seaborn' and 'matplotlib' libraries for visualisations.
# Time series plots
# Accidents per week-day (all time)
#Create a summary dataset to display results
wrk_accident_bicyclists_weekdaygrp = wrk_accident_bicyclists.loc[:,'CATDayOfWeek_accident'].value_counts().to_frame()
wrk_accident_bicyclists_weekdaygrp.reset_index(drop=False, inplace=True)
print(wrk_accident_bicyclists_weekdaygrp)
#Plot the summarised data
sns.set(font_scale=1.5)
sns.set_style("whitegrid")
g = sns.catplot(x="CATDayOfWeek_accident", y="NUMRecordCount", hue="CATInjuryLevelDesc_person",
kind="bar",
palette="dark",
alpha=.6,
height=8,
aspect=2,
data=wrk_accident_bicyclists.sort_values(by='NUMDayOfWeek'),
estimator=sum)
g.despine(left=True)
g.set_axis_labels("Weekday of Accident", "Count of Accidents",)
g.legend.set_title("Injury Level")
ax = plt.gca()
ax.set_title("Bicycle Accidents Per Weekday (all time)")
index CATDayOfWeek_accident 0 Thursday 158 1 Wednesday 134 2 Tuesday 132 3 Monday 118 4 Friday 94 5 Saturday 53 6 Sunday 46
Text(0.5, 1.0, 'Bicycle Accidents Per Weekday (all time)')
Inspecting 'Accidents per Day (All-Days, Detailed)'
In this section we will explore and observe how many bicycle accidents have occurred each day since the earliest date recorded in the dataset.
We will use 'seaborn' and 'matplotlib' libraries for visualisations.
# Time series plots
# Accidents per day (all-time)
#Create a summary dataset to display results
wrk_accident_bicyclists_daygrp = wrk_accident_bicyclists.loc[:,'DATAccidentDate_accident'].value_counts().to_frame()
wrk_accident_bicyclists_daygrp.reset_index(drop=False, inplace=True)
print(wrk_accident_bicyclists_daygrp)
#Plot the summarised data
sns.set(font_scale=1.5)
sns.set_style("whitegrid")
plt.figure(figsize = (15,8))
g = sns.lineplot(x="DATAccidentDate_accident", y="NUMRecordCount",
palette="dark",
alpha=.6,
data=wrk_accident_bicyclists.sort_values(by='DATAccidentDate_accident'),
estimator=sum)
plt.xticks(rotation=15)
ax = plt.gca()
ax.set_title("Bicycle Accidents Per Day (all time)")
index DATAccidentDate_accident 0 2020-03-03 6 1 2017-01-09 5 2 2019-12-19 5 3 2018-09-26 4 4 2019-11-11 3 .. ... ... 530 2019-07-31 1 531 2019-04-12 1 532 2019-03-29 1 533 2018-09-24 1 534 2019-10-23 1 [535 rows x 2 columns]
Text(0.5, 1.0, 'Bicycle Accidents Per Day (all time)')
Inspecting 'Accidents per Weekday and Hour grouping (All-Time)'
In this section we will explore and observe how many bicycle accidents have occurred each weekday and hour grouping.
We will use 'seaborn' and 'matplotlib' libraries for visualisations.
# Time series plots
# Accidents per Weekday and Hour Grouping (all time)
#Create a summary dataset to display results
wrk_accident_bicyclists_weekdayhrgrp = wrk_accident_bicyclists.loc[:,'CATWeekDayHourGroup'].value_counts().to_frame()
wrk_accident_bicyclists_weekdayhrgrp.reset_index(drop=False, inplace=True)
print(wrk_accident_bicyclists_weekdayhrgrp)
#Plot the summarised data
sns.set(font_scale=1.5)
sns.set_style("whitegrid")
g = sns.catplot(x="CATWeekDayHourGroup", y="NUMRecordCount",
kind="bar",
palette="dark",
alpha=.6,
height=8,
aspect=2,
data=wrk_accident_bicyclists.sort_values(by=['NUMDayOfWeek']),
estimator=sum)
g.despine(left=True)
g.set_axis_labels("Weekday Hour of Accident", "Count of Accidents",)
plt.xticks(rotation=90)
ax = plt.gca()
ax.set_title("Bicycle Accidents Per Weekday and Hour Grouping (all time)")
index CATWeekDayHourGroup 0 Thursday Evening 43 1 Tuesday Evening 39 2 Thursday Morning 38 3 Wednesday Evening 38 4 Monday Evening 30 5 Wednesday Morning 29 6 Monday Morning 27 7 Tuesday Late Morning 27 8 Tuesday Morning 26 9 Tuesday Late Afternoon 25 10 Monday Late Morning 25 11 Thursday Late Afternoon 24 12 Wednesday Late Afternoon 21 13 Wednesday Late Morning 21 14 Friday Morning 20 15 Friday Evening 20 16 Thursday Late Morning 20 17 Friday Late Morning 18 18 Thursday Night 17 19 Monday Late Afternoon 16 20 Saturday Early Afternoon 15 21 Friday Late Afternoon 15 22 Thursday Early Afternoon 13 23 Wednesday Night 13 24 Monday Early Afternoon 12 25 Sunday Night 11 26 Tuesday Early Afternoon 11 27 Friday Early Afternoon 10 28 Wednesday Early Afternoon 10 29 Friday Night 9 30 Saturday Late Morning 9 31 Sunday Early Afternoon 9 32 Saturday Evening 8 33 Sunday Evening 8 34 Saturday Night 8 35 Monday Night 7 36 Sunday Morning 6 37 Sunday Late Morning 6 38 Saturday Morning 6 39 Saturday Early Morning 5 40 Sunday Early Morning 4 41 Tuesday Night 4 42 Thursday Early Morning 3 43 Friday Early Morning 2 44 Saturday Late Afternoon 2 45 Wednesday Early Morning 2 46 Sunday Late Afternoon 2 47 Monday Early Morning 1
Text(0.5, 1.0, 'Bicycle Accidents Per Weekday and Hour Grouping (all time)')
Inspecting the 'Geography of Bicycle Accident Occurrences'
In this section we will explore and observe the frequency of bicycle accidents by geographical locations.
We will use 'seaborn' and 'matplotlib' libraries for visualisations.
# Geographical analysis. Streets with most accidents
# Which roads have the most frequent accidents?
#Create a summary dataset to display results
wrk_accident_bicyclists_roadsgrp = wrk_accident_bicyclists.loc[:,'CATAccidentRoadGroup'].value_counts().to_frame()
wrk_accident_bicyclists_roadsgrp.reset_index(drop=False, inplace=True)
wrk_accident_bicyclists_roadsgrp = wrk_accident_bicyclists_roadsgrp.head(50)
print(wrk_accident_bicyclists_roadsgrp)
#Plot the summarised data
sns.set(font_scale=1.5)
sns.set_style("whitegrid")
g = sns.catplot(x="CATAccidentRoadGroup", y="NUMRecordCount", hue="CATInjuryLevelDesc_person",
kind="bar",
palette="dark",
alpha=.6,
height=8,
aspect=2,
order=wrk_accident_bicyclists.CATAccidentRoadGroup.value_counts().iloc[:50].index,
data=wrk_accident_bicyclists.sort_values(by=['CATAccidentRoadGroup']),
estimator=sum)
g.despine(left=True)
plt.xticks(rotation=90)
g.set_axis_labels("Road Name", "Count of Accidents",)
g.legend.set_title("Injury Level")
ax = plt.gca()
ax.set_title("Bicycle Accident Location - Roads Names (all time)")
index CATAccidentRoadGroup 0 ELIZABETH STREET 48 1 COLLINS STREET 41 2 LA TROBE STREET 31 3 ST KILDA ROAD 29 4 RACECOURSE ROAD 22 5 KING STREET 16 6 BOURKE STREET 16 7 VICTORIA STREET 16 8 ALBERT STREET 15 9 SPENCER STREET 15 10 FLINDERS STREET 15 11 ST KILDA ROAD SERVICE ROAD 14 12 WILLIAM STREET 14 13 CLARENDON STREET 13 14 LONSDALE STREET 13 15 EXHIBITION STREET 13 16 MACAULAY ROAD 12 17 SWANSTON STREET 11 18 LYGON STREET 10 19 RATHDOWNE STREET 10 20 DRUMMOND STREET 10 21 FLEMINGTON ROAD SERVICE ROAD 10 22 PEEL STREET 9 23 BOWEN CRESCENT 8 24 DYNON ROAD 8 25 FLINDERS LANE 7 26 ROYAL PARADE 7 27 ROYAL PARADE SERVICE ROAD 7 28 HARBOUR ESPLANADE 6 29 CEMETERY ROAD 6 30 COLLEGE CRESCENT 6 31 PELHAM STREET 6 32 HOTHAM STREET 6 33 BARNETT STREET 6 34 BATMAN AVENUE 6 35 DRYBURGH STREET 5 36 NICHOLSON STREET 5 37 MACARTHUR STREET 5 38 PUNT ROAD 5 39 ARDEN STREET 5 40 FLEMINGTON ROAD 5 41 RUSSELL STREET 5 42 ELGIN STREET 5 43 WRECKYN STREET 4 44 COVENTRY STREET 4 45 QUEEN STREET 4 46 QUEENS BRIDGE STREET 4 47 FARADAY STREET 4 48 CARDIGAN STREET 4 49 DUDLEY STREET 4
Text(0.5, 1.0, 'Bicycle Accident Location - Roads Names (all time)')
Visualising the Bicycle Accident Data on a Map
Creating the first map visual to observe where bicycle accidents are occurring
import folium
from folium.plugins import MarkerCluster
def map_visualization(data):
locations = []
for i in range(len(data)):
row =data.iloc[i]
location = [(row.NUMLatitude_node,row.NUMLongitude_node)]*int(row.NUMRecordCount)
locations += location
marker_cluster = MarkerCluster(
locations=locations,
overlay=True,
control=True,
)
m = folium.Map(location=[-37.81368709240999, 144.95738102347036], tiles="Cartodb Positron", zoom_start=13)
marker_cluster.add_to(m)
folium.LayerControl().add_to(m)
m
return m
map_visualization(wrk_accident_bicyclists)
Visualising the Melbourne Bicycle Route Network and Bicycle Accident Data
Creating an Alternative Map Visual to Distinguish Accidents by Year and Injury Type
To observe the Melbourne Bicycle Route geoJSON map overlayed with the Bicycle Accident Data we can use the following code.
# Function to change the marker color
# according to the injury level
def color(CATInjuryLevelDesc_person):
if CATInjuryLevelDesc_person == "Not injured":
col = 'green'
elif CATInjuryLevelDesc_person == "Other injury":
col = 'blue'
elif CATInjuryLevelDesc_person == "Serious injury":
col = 'orange'
elif CATInjuryLevelDesc_person == "Fatality":
col = 'red'
else:
col='black'
return col
# Creating a map object using Map() function.
# Location parameter takes latitudes and
# longitudes as starting location.
# (Map will be centered at those co-ordinates)
m = folium.Map(location=[-37.81368709240999, 144.95738102347036],
zoom_start=12,
tiles="cartodbpositron",
control_scale=True,
prefer_canvas=True,
width=800,
height=580)
#Create a feature group by accident year
Year2017 = folium.FeatureGroup(name = 'Accident Year 2017')
Year2018 = folium.FeatureGroup(name = 'Accident Year 2018')
Year2019 = folium.FeatureGroup(name = 'Accident Year 2019')
Year2020 = folium.FeatureGroup(name = 'Accident Year 2020')
#Loop through each row of the working dataset
for i, v in wrk_accident_bicyclists.iterrows():
accyear = int(v['NUMYearOfAcc'])
popup = """
Accident ID : <b>%s</b><br>
Year : <b>%s</b><br>
Injury : <b>%s</b><br>
Long : <b>%s</b><br>
Lat: <b>%s</b><br>
""" % (v['KEYAccidentNumber'], v['NUMYearOfAcc'],
v['CATInjuryLevelDesc_person'], v['NUMLongitude_node'],
v['NUMLatitude_node'])
# For each accident year in the dataset determine
# all marker points and add as separate layers so we can control the display for them
if accyear == 2017:
folium.Marker(location = [v['NUMLatitude_node'],v['NUMLongitude_node']],
tooltip = popup,
icon=folium.Icon(color=color(v['CATInjuryLevelDesc_person']),
icon_color='yellow',icon = 'bicycle', prefix='fa')).add_to(Year2017)
if accyear == 2018:
folium.Marker(location = [v['NUMLatitude_node'],v['NUMLongitude_node']],
tooltip = popup,
icon=folium.Icon(color=color(v['CATInjuryLevelDesc_person']),
icon_color='yellow',icon = 'bicycle', prefix='fa')).add_to(Year2018)
if accyear == 2019:
folium.Marker(location = [v['NUMLatitude_node'],
v['NUMLongitude_node']],
tooltip = popup,
icon=folium.Icon(color=color(v['CATInjuryLevelDesc_person']),
icon_color='yellow',icon = 'bicycle', prefix='fa')).add_to(Year2019)
if accyear == 2020:
folium.Marker(location = [v['NUMLatitude_node'],
v['NUMLongitude_node']],
tooltip = popup,
icon=folium.Icon(color=color(v['CATInjuryLevelDesc_person']),
icon_color='yellow',icon = 'bicycle', prefix='fa')).add_to(Year2020)
#Add the layers to the base map
Year2017.add_to(m)
Year2018.add_to(m)
Year2019.add_to(m)
Year2020.add_to(m)
#Add in the bicycle network geoJSON as a layer
folium.GeoJson(GeoJSONURL,
name="Bicycle Network geoJSON",
tooltip=folium.features.GeoJsonTooltip(fields=['name','direction','type','info','status','notes'],
localize=True)).add_to(m)
#Add the map control
folium.LayerControl(collapsed = False).add_to(m)
#Show the map
m
#Save the map
#m.save('geoJSON_bicycleaccidents_map.html')
Findings and Opportunities
This analysis has provided a comprehensive starting point for inspecting the Melbourne Open Data Bicycle Network dataset and Traffic Accidents (Bicyclists) data.
We achieved in this analysis:
We learned from this analysis:
As a preliminary view, we observed that a majority of bicycle accidents did occurr on designated bicycle network routes
At a broad level:
The total number of bicycle accidents where cyclists have been seriously of fatally injured has been reducing over time (excluding the year 2020 as it was under-developed with only 3 months of data). More than 50 cyclists in 2017 to less than 25 in 2019. This appears to be a positive and optimistic trend.
The week days of Tuesdays and Thursdays appear to have the highest numbers of seriously injured cyclists. Separate to this, the hours of 8am-10am and 4pm-6pm have the highest numbers of seriously injured cyclists.
The top three roads with the higest number of seriously injured cyclists include Elizabeth Street, La Trobe Street and St Kilda Road.
Observations for further opportunities
References
[1] Thompson Road North Geelong Road Safety Improvements https://regionalroads.vic.gov.au/map/barwon-south-west-improvements/thompson-road-safety-improvements
[2] Victorian 'Crash-Stat's dataset https://discover.data.vic.gov.au/dataset/crash-stats-data-extract/resource/392b88c0-f010-491f-ac92-531c293de2e9
[3] Bicycle Routes Dataset https://data.melbourne.vic.gov.au/Transport/Bicycle-routes-including-informal-on-road-and-off-/24aw-nd3i
Technical References
[4] Accessing geoJSON data https://stackoverflow.com/questions/48263802/finding-location-using-geojson-file-using-python
[5] Accessing geoJSON data https://medium.com/analytics-vidhya/measure-driving-distance-time-and-plot-routes-between-two-geographical-locations-using-python-39995dfea7e
[6] Visualising a geoJSON dataset https://python-visualization.github.io/folium/quickstart.html#GeoJSON/TopoJSON-Overlays
[7] Visualising categorised data on a map https://www.geeksforgeeks.org/python-adding-markers-to-volcano-locations-using-folium-package/
[8] Creating point plot group layers with folium https://towardsdatascience.com/creating-an-interactive-map-of-wildfire-data-using-folium-in-python-7d6373b6334a
[9] Ideas for further opportunities - Time Series Analysis https://geohackweek.github.io/ghw2018_web_portal_inlandwater_co2/InteractiveTimeSeries.html
!jupyter nbconvert --to html usecase-bicyclenetworkroadsafety-part1.ipynb
[NbConvertApp] Converting notebook usecase-bicyclenetworkroadsafety-part1.ipynb to html [NbConvertApp] Writing 4788336 bytes to usecase-bicyclenetworkroadsafety-part1.html